{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import random\n",
    "from pylab import mpl\n",
    "\n",
    "# 设置显示中文字体\n",
    "mpl.rcParams[\"font.sans-serif\"] = [\"SimHei\"]\n",
    "# 设置正常显示符号\n",
    "mpl.rcParams[\"axes.unicode_minus\"] = False\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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tv769XiNGqD72WPF9Jk1S3WGH6DU9+WTVpqZ42lslaiLb7gpD1ccfVz3iiOLP0FZbqf75z+X7Llf4POm06gUX2DWe3tLaqnrppdF1oiBQPf541cbGtrvkcjmd9cILGm6yid3ni1+s/u+yF1+sesYZdmx86SXVkSOj/ekf/9j1ax2VNneu7bt33VV1+fJe//Odfnbff191332j9/3BB6suXtzr7UN9SqfTKiIqIkntTr2hO3eu9h+KJx3LZrP69ttva7b9iU8lrFyp+t57dhC5777ik63LLlPdbz/VHXdU3Xjj4i8KIqoLF0b3bV9oaWhQffjhyre/BvVqvqWYNk11+HDLcZ99SrsAtGSJvSfyJ/IDBqjefHP521plqj5brN1Pf2rv1759VR95ZI1fd5rvWWfZ4xIJ1bvu6qXGopw6zDYMVbfcMjqu9e+v+vnPq950k+rSpT37g7feaiekInZijIqp2H658PkmTLDvSYXfg5JJu4h9333l/bsownFXVefNU11vPXvfffObaxZO8o4/3u4zdGhNdGqp+2ynTVP9wheKCx3HH686a1bXnyMMiy/kL1pknZp22skKK+07yH3rW8WPv/Za1UymPNvTTk3ke9dd0WtzwAHFnQwLrVql+sMfRvcdN0715Zd7t61VJDt7tk6/777qzra7vvKV4s/KfvtZR4lKbuM3vmF/a9ddVadMqdzfyXvySbvuk9/Gj39c9cUX17hb22f3mWeizkB33ln59pXq7ruj79z33GO3LVqkethhxZ/vefPibeebb6puvrm1Z+ONVd96q9ebsNb9ci5nhbUBA+x9Qich9BKKJxRPOlW1XyazWSuYvPGG9ZwtrEhfcYXqoYeq7r57VMkfOFD1uefia2+Vqtp8Ve2kYMwYy2/nnVWXLevZ873xhvVS6NdP9d13y9PGKlbV2XZFNlvZk4BqdvPN0RfoG27o8C6d5huGqscdF11g76DwguqWfestXfTd72q4++7FozXPPdcuXv3jHz3fH7b35z9H77lHHy3vc5fL8uXxn0z2UNn3y9ms6mmn2UXGwp6W2axdeDj1VNV8b0wR69FdiJPNsqr542653HabjYZb2+uwapVdDMtfjFu1qvfaV4K6z3b6dCuYJBI2om3atPI+fxiqzpljvemvukr1Jz9Rvf326PdXX23vle23t7aUWU3km82qHnig6m9/27We6Q8/HO3/+/a1Hu31JpfTcMwYDYNAc7/8ZfX06O+u2bOLC49XXGHXNk46qfcuat9zjxW78x1Tr7++ciM85s+PCiFDh9qMIp18Nos+u1ddpfr731fvyJOJE6NC8fe+V9zOMLRc8yPLhg1T/c9/4mnnE0/Y6GUR1a23Lp7hpRd1ab/81ltW6MlrbS3/ORJQgOIJxZNO1cSXybVpbrbqfX4Ki9dei7tFVaVq812+PDqp3nLL8l0wC8PiA6yq6p/+5PJ9UbXZdtWJJ6pusYVN/VBvli5V/cxnVH/xi07vstZ8W1utN2f+BKeDnlqoQosXq55yioaFIysffLD3/v5ZZ6mefnp1XlyYOdN6J3/sY9EFhDfftAsKNaSs++WVK6PPuYhNWdqRXE71mWcs28KLke+/b1NifvnLdrF7xYqet6nO1fxxtydKmcpl1qxoatVbbil/m8qo7rJ95x0b9V/ommvs9ji8+GLUIW7o0LIX+asy3zC0z8XKldFt3T0+L15s+3iR+prOteCidO6Pf4yOk0ceWbHRSxXR2GgjPvr0sQJC3sqV8UxLPmeOzQSRfz2/+tWej37Oa1/wOPts1e9+t2iKro5U5We3I3PmRMXMAw6wc7WOTJ6s+tGP2v2OP75326hqo9H797e//8lPrvP1r6SSsv3Vr2zEzOOPV6xdqG8UTyiedCoMQ12+fLmG1VrB74oVK1Q/9Skrnjz/fNytqSpVm++tt2rbmjaVPFF75RUbOptIWO+d/JzNDlRttl312mvaNv3Ur35Vf6NQWlrW2nNqnfk2N6t+9rPRhYYYhluji7JZ1b/9LerRJ6KtBxyg4c039+5JfhhWZ2+9p56yHnj5qQPefFP19dfttnHjamo0Stn2y4sW2Zpx+RFm//pX95/jiiuiCyAi1tvxi1+054phbmsPav64W6pbblEdO9YKct318MM2mq7K1U2206bZSLZ8EX/SpLhbFJk7V3W33bRt2rDLLivbMavq8k2no3XvTjqpZ88VhlZsKty2efOq83jfU++9ZwWSglHbYS6nqy67TMP8BeHtty//yKlKePpp1c02i47RJ5wQd4tMNmujn/LTYW+5pX0n64nHH7eplyZOjG7r4vuz089uJmNTIFfDmj8rVljnHxFbq3ddIyOam+01LuzU0huf1+uuKy40FhZuY9Dt/XJzs+o222jb+jhnnFH1o1pReyieUDzxb9myNRZcRpW7/nrVF16o7N94//3ieWM32MBOxjrrDYLKefxx1TPPjP69fLmdwOez2XffmrpI2m3vvVfcq6wcMhmbvlDEem+h+ixebCMq8u/zHXaojmmzmptt9FfcRberrrLpRkTsxDN/cXbWLBuZJqK67badz/3u0bRpdqE6P6L2ySdLe54wtHnwzzzTFpktLKSst55N2wCsy803Rxfazz037tagVLNmWS/n/AVREZsmstqmuV25Mlp7Id8zuzcXsO4NEyeqjh6tbdNtXXxxeUd9SsUAACAASURBVC+cLlmiuummViyPsVd5Wa1erXrhhdGUSJtssub74rnnotFLG2yg+t//xtPWdcnliosT48bZerDV5oUXVEeNUh0xonjt2e6YM8dGr+Q/z4ccUr725UfIHH10vIXCMIxGCQ8bVtq0g7mcrXP4pz9VdnT4zJnWSekHP6jdTovLl9v5S/49tf32qq++Gner4AjFE4onncpms/ruu+9W/1DI7nrtNdUFC+JuReyqLt+4ToCeeGLNC5iPPRZPW8qk6rLtTFOTzdmff+3Hjy/+/Y032tRTIqobbaT6wAPxtLOSli61L3ciqn/4Q5ce0uV8GxtVzzuPgmC1CkNb6LOgcFsVn90zzrD342abxTM1VkuL6ve/H+0Xjjpqzd6D06fbBSAR67FYAxeBepztiy/aflDEikflKm6Foer//mfTZIwZYwtwFn4fvvNO2xeXa3oOp6ris9ub/vGPqHBy/PE9v6izYIHq179elaOAs9msTpk4UbMLF1r7Fi60ou2CBdaxo/CzkctZMWLmTJsrfvp0K3pOnWrFiMKOIGFonbsmTbJFmHu7l+zixaonnxytL5BfG6kaL9bmhaEVFBIJ611chu/rVfHZDUP7HpAfIbHFFpWZMWH8+KhTwsiRqg89VP6/0ZseftjWZci/fz/96aIRU0XZzp2rusce0febauuVvmBBNN24iBUKq3kkaDq95oXprnwXW71a9aKLovO7RMLWAFm8uNtN6PSz+8QTUQHqT3/q9vOW1e23W2eXZ54p7fF33hm9Jw480NaEKZf2haUFC6pmVFqP9sv33muFIBE7vl14Ye0WhFBVKJ5QPOlUzcwj2R3PPaeaTNoi5HHMF1pFqirfSy+1dU7i6kHc2lo8dc6GG/b+cNkyqqpsO/P889ajKv+F8MQTO56m6J137POav99dd/V+Wytl9WobVZM/ie3itCcl5xuGrG0QpxUrbBq6wpPLWbOK/l0Vn91Fi6KLEdtv3/vHysLCyQUXdL7/nTIl6km6yy5Vf0zvcbaPPGIngbvsUrmReGFoF30L7bprdAL66U9bj/SvflX1uONUf/3r4vv+6182cvTf/7aT10cftX3966+v+bzOVMVnt7fcdFNUODnhhPL0hs33FN5vv6q7yJFrP81d+59jj43uvGzZ2u/71a9G921tXfP3m2xic80ffbRNr1eopaW8G7Z8eVSQ/exnVZ99trzPX0kTJpRtEfTYP7tLlxavYXXYYSVdSO6yiROj6W1ErKd5zFP0dNvs2dF6LvlpPf/xjzW+L6yRbXOzjcauxqm8n3nGLvivv75NoVRj5576z39akeCOOzq/z2OPFb/3PvEJ67xRorV+di+9VNum+Yt7DYyeLGIehnaNYr31os6E993X8zY1Nqr+3/+p3nNPz5+rAnq8X164UPWII7RtRHUtTNcXtzC090U9jejvJoonFE86FfuXyUqYOtWGmOYP2NXco6PCqibfW2+13mMiqpdfHm9bPly0Wa+6Krpt0SL7onLwwdaL/z//KW+vjwqommw70txsPZzzF1422WTdI0pWrbJcdtqp9k7wOhOG0dRkgwZ16+ShpHxbW+0Cz157VcccwPUkDO2icn7+6lNO6fSuVfPZnTUrWtxyr71693M3a5ZNJdWVE7rJk1WHD7d27rZbz05QK6ws2f73v727Fk4up/qLX0Sj49r/fPSjxffPTzfT0c+YMcX3/fjHVQcPtu9kW21loz4PP7xHF1LiVDWf3Uq78cboO9uJJ5ZvGpE33oim3Tn77PI8Z5lkV67UVdtuu+Z7Or9u3nHHRXdOp+1Czfrr2/Y0NNgxPplUTaWKCy3ZrH2/HD482vbCn6OOKr7vgAF2HNlrL+uV/rOf2ULujz7atVGCCxfaCNfCi7K33eZjmr5Zs9Z+0XYtYv/svveedd7q188u+PbGRfOmpuKOCtttV1vT2zz7rLaNWjjttE6P/V3K9oEHLINqcO218U+ZWoowVN1//+j9dMIJHXfW+tvfogLA9df3+Pix1nzD0EYz5v9eKetyler558s/cvvNN4tnyjjllNK/m8+YEXWSGjmyKs+ty7JfDkNbA6nwuk4l5HL2mr74ohW2rr/ejrV//7t1+qy2fWtTk7Xrj39UPfVUmxZuxx3tu0q+oI4OUTyheNKp2L9MVsqkSTZNSr6HW7UN2+0lVZHvo49GQ9S///3q7GXzwAMdXwjabDPr0VCFU0lVRbadOeig6DX8xje611u88It4Nlvb06udf7629YiaMKFbDy0p36lT7cKNiOrnPlf+Hqzo2P/+Z7318+/5Lbdc6wWeqvrsTpoUvWcOO6yy07+17xHWnffnpEk2WvBTnyqebqrKdDvbXM72E2+/XdF2ddnkydaz98orbRqM3/xmzZ7xJ5xgHQ323tuKWdtvb/Oib7yxdVgpVDjysP0F6WOPrc7vA2tRVZ/dSmlpsSKXiC1kXe751//1r+h9cPfd5X3u7rr//rZ9Xjab1bffeEOzq1fbNlfivRmG1lnn5Zdtmpff/774NZg9u/PCpIit4ZeXy6l+5zuqP/+59WB/9FErSOWnybnzzvK3P04rVkQjlM87r9vvy1g+u+3fQw89FM90aRMmRJ0Kjz669/9+d7S/+P3739tU3Guxzmxfe80KnRttVPoaYqWaM8eOl7VYLOlIS4vtZ/LF9W22sYvJ77wT3SebVf3d78o2Deg6821qsk4e+Q42vXHNZ8oUK4aOHFm87eWwapXq6adH+/0jjuj+c7zySjSl1eabW1GmClVsv/zss/a6rWt0RTar+tRTdry84gobCX/aabaf3H9/1XPOie7b0rL24/M++xQ/92672XfiI46w71Lnn1++QsuyZbZfu/tu+65+2mk2Yvzii6P7LFq09vZ+85s9a4NjFE8onnQqDENtbm7WsMZOYLvkxRej6urhh9flmgCx5/vqq9brVET1S1+qumka2jQ32/vl8stVv/1t652V/2IoYr3+8l57zQ6ql1yi+vTTsU2RFHu2azNhgp2k9PTk/de/ttf/e9+rvQLodddF758SesOUnO/TT9tJYv4kuZILD9a7hQutV3Z+X7H++jZl1zp6d1XdZ/fJJ6238zpGzJQsDKPFUduvedQdb71V9SNJu5Vtc3O0kOqoUVXZK7DH5s+3iwyvvWZTqj70kO2XKvVeq7Cq++xWyoIFdhGhUseP/IWhZDKeBcubm20dEBHVM89U1SrJNgztYs+LL9qI7d/9zi66HHSQXaT8+c+j+86Z0/lFkY99rPcvEldaNqv6ox9F23j44d0aodfr+S5ebBez7r23d/7euixaZN9XKjlVWE/kFxZfb71uL7i9zmxnzbKpMEVsLZjLL++dwv3999sC4vmZMDwdNx59NBq5LKL6kY9U7DtMlz67M2ZYMWPECOsEUkmLF0cdQ/bYo3Lf3R54wAofEyd273ETJkRF9J12ss9WlarIfjmXs+s4+dFIJ56o+sUv2vRl225rx9S8jqbVLPzZb7/i5950U1uratdd7bh89NHW8WyPPayAUfi8hdeR2v/su2/x8+YLLYcfblMOnn++jeD697+Lj+VLl9q0eZ0972GHRfcNQ+vkdNRRqj/9qRVuHnzQin0ezzfKiOIJxZNOhWGo2WzW74ng449HF4W++c26u5AYa74zZ0Y9nfbeu/Yufi9fbgesP/zBvpTlXXZZ8YEqkbBhkMceawemSs1T305VfXYnT15zbtZyXOQ899zodd555/L37qmkP//ZvjiVODVJj/KdMCFaLPSUU3ydsFWTH/wgen9+7Wtdni6gqj67eXfeaSee5b7gtnKlvTb51+nHPy7fc99yS9VNT9flbJcssRO5/MWcm27qnQZWi5desuJj3qRJ1uuvyju5VOVnt1x6c67wlhablkrERi71ZlF09uxoQekgsCnrwrD2sl20yIrSJ55oC1CPHWsXX+6+2/cx/8Ybo/O6HXbo8oX2Xs332WftoqeIXWBubq783+yuMFQ95hhbwyJOLS02rUy+s2MioXr11d16ii5l29RU/F3kuOMql0tLi+pPfhL9rV12sU4E3ixaZAVCERvlUKFpi7r82X32WdW5cyvShjYtLdHaXVtsYR0NKmn16uJ/33332v/mNddYR6X8hf8qv+5Zsf3y66/btZmOCgyf/WzxfT/+cTt2fuELtl846yy79nPjjbZGUSmyWevMeMcdqn/9q42WPPFEK27suad1IMlbV6GlfUEkXxgbNsza/qUv2f7mr3+1v4keo3hC8aRTdTEFwb332sWJ/fevu0prrPnuvbftRnbcsWxDd6vC66/biIgvfCFayLjwp3Be6bfesp5HFSgcVcVnN5u1k54BA2zqn0rMNfvgg9Fipw0NNq9prXj++ZILtj3O95Zboi9j551X2nNgTYXHkIULrfdQN7+sVsVntyPlXktk9uxoIfK+fa24XC4XXWTPe8ABVVWY71K2s2ZZ77d8z/tHHum9BlarAw6w12O77eyYWaUXf6v2s9tTV19tF1x68/g6b551sBk3rriDSiU99lj0fWLIEHuvfchtth698EL0/Xvo0C5N79or+eZydmzKX7wcO7b65sHPu/vu4s4f3Zlet1yeeKJ4ra099yxpPawuZxuGNq1Nfj3GPfcs/8X2mTPtefPbdOqp1Vk8K5cwtGkIK7hOW8mf3XJ3xghD1eOPt1wHDbJOH73p1VdtzaThw4uOXUXyaxx985trFl6qUEX3y83NNsrs/PPtv7feaiOm4hjtujbZrBVp7rzTCiA//7mNPjn8cOtk8qMfFd//3Xd7d13EOkTxhOJJp+rmZOGJJ3x/eelErPnOmGEFqyoeLloWc+faosfnnmsXgAoPaPmpKQYOtJ4D11xTtoXoY//sTptWvM7DQQdVrsfPvHnWU6Rwns5q/OIwf37ZLkCXJd/8oo19+9bWqJ1qNHWqFUwPPrjHTxX7Z7crJk1S/c9/Sn/8889HIw833LD8ixU//XS0+PIhh1TNSeI6s504MXpdNt2090++q1Eup/qXv9j7pLBnYBVedKyJz253XXVV9LoXTjvRGyZN6p2esWFoayfkL5p+9KNrjFhwma1nc+faVCciqrvvvs6OKhXPd+FC+36Q/ywdfXR1fk/Na21V/eUvo0LPiBF2se70020O/Up3NsxfhM73oL722t7rbPTgg9HUN7/8ZUl/s0Nvvhk975AhtrYBeqykz+6tt1rxskzn3KpqoxHyo6Paz7bQG956K1qPTMRGv7fvPJTN2miyKu2A0h7HXVQjiicUTzpVlzutMKybYW11mW81+dWv7AJZ+9Epu+9uo1d6UNCLLdswtB7k+WGjgwbZxZdKf1HLZm0O9kTCRrq88UZl/153ZTJ2QWb77VXfe6/HT1e2fC+6qPMeSli3TMbmiu3fPypE9XA+5arfL7/9to0kGzCgtGm8pk6NXq8dd6xcr/LHH4/W9zn88O4tQF8h68z2c5+LXpfZs3u3cdVu6VKbeiD/3gkCWxC7il6nqv/sdteVVxYXTuK+4FKpafhmzoyKrd/6Vod/x1229WDVKuvZ34VRzxXNNwyjKWLWW89GcsX9WeqqF15QHTOm+BwlCIo7JJx0ko0K/NznbK2g3/1O9V//snWs5s4tbVt/8Qv7Oyed1ON1WErKdupU66VfzvdDa6t1KttjD9vnoCy6nW9LSzSiaa+9ytO5ZvXqaN2cSy/t+fOVatWq4imDd9zROm9WwfffUnDcRTWieELxpFN1t9MKQ9Uf/tDe3n/7W9ytqbhezTcMbX2FnvRW9igMbRj6L39pc1Pmv/BstlnxCcfrr3dr+plYPrutrTbCJL8Ne+/de9Nt5D39dPxzNLdX+LoMH16W16Ri+Vb5mgJVI5ez+W4Lp+Y78MCyLERZ9cfd1lYbKSdiRZRSRkeceqrqEUdUfi2D//43mv/+y1+O/f29zmwXL7bh+OWeIs2TmTOL56b/85/jblGbqv/sdscVV0Sv8emnx3uxNwytt/tmm1Vu3bhbb7Xv/Z1sp6ts69mNN6p+8MEaN5cl31zORg9edJEdbwrfS1/7muo229TmaMKVK62TzeWXWwH7xBOLf59fn6ujn/aFlmuusfOdG26wDg4zZ9qF3aeftumdCv/mK6+Upfllyba52aYh7u5F6BkzijvCLVpUsxeyq1VJ+b77rk2LKmJFsnLIZKzDQTUURu+/384385/D73437haVhOMuqlGpxZNArejgQhAESRFJp9NpSSaTcTenaqiqhGEoiURCgiCIuzm942c/E/nNb0SCQOSmm0S+8Y24W1QxvZrveeeJXHCBSP/+ItOni2y2WWX/Xq2aN0/k/vtFcjmRk06y23I5kY03FmluFtl/f5HPf17kkEPstk7E9tk94wyRv/9d5He/Ezn1VJFEovf+dkdefFHkj38UufJKkQ026P2/r2o5XnWVyPrrizz5pMhuu5XhaSuQ77Rp9t76299E9tmnPM/pQS4nsny5yJAh9u85c0S+9CV7b4mIjB4t8qc/iRx6qB03eqgmjrurVokccIDIM8+IbLKJyHPPiWy5Zef3X7bMXscNN7R/Z7O2b+iN/cMDD4gcfrhIS4vI178u8o9/lCWnUqyRrarIww/ba4nueeklkcsuE7n2WvteISIya5Z9t+jbN5b26FNPiY4cKcGRR0qw/vq934Zy+fvfRb73Pfv/M84Q+cMfYvvMiIh999ltN5E33xT51KdEHnssyrxUd9whMmKEyF57denuNbFfxtrdfbfIkUeKbLGFyPjxIh/9aNuvSs73vfdsH/7wwyKPPiqyeHH0uzfeENlhB/v/GTPs/TZwYJk2porMmGHndbNm2etR+CMS/VdEZO+9RZ56qvjxiYRIGFoeL79c9v13WT673/2ufY/fe2+R228X2WijdT/m1ltFTjxR5NhjRS69tLS/i3UqOd/77rNzHhGRG24Q+fa3u//HW1tF+vXr/uN6wwcfiJx8ssjkyXY9a/fd425Rt3HcRTXKZDKSSqVERFKqmunyA7tTaan2H2HkSYfCMNTm5mYNq6GK3lvCMFpQq08f1fHj425RxfRavn/9a9T74aqrKvu3PJo+fc3pvYLAhn5fcIFNo9NOr2W7YIEtcJy3cmX1LLaWzapuvbW9Xltsofrss73fhgsvjPK6556yPW1F8j3hBG2baq2wB6BX7YfqX3edDW8/9libfmKXXWxkSZ8+No9wXnOzTWMxaJBNT1Hm9bJq5ri7ZEk09cHWW6s2NnZ8v3fesUWf99knvh6X48fbQppxTqeg7bJdvdqmCBKxHr3omdWrbQ7z7bdXnTChcr0/m5tVX3rJvtcUjmT69rfbjs/hhhvaIp5TplSmDZV25pm2LT/6UXX0olW11zLfU/gHPyj9eVpbVX/8Y21bx6GDUQgdqZn9Mjr39tu2jxCxKR1vu63tVyXle8EFa460GDRI9fOftxFxXXxvudZ+nZLLL1c97jjV/fazLAqnYTzhhIqMRi3LZ3f8eNXBg6PziYkTO7/vypU2Oif/nvi//6uaddc86lG+559vGQ0Y0P2RTitW2LpKF15YPcdJZzjuohoxbRfFk07V7XC5XC66qDFggOojj8TdoorolXzvvNO+FJd74b16E4b2Zf0Xv1Ddddfik7Vzzonu19Ki2tzcO9nedpst4vupT5V3XuByeuUV1dGjo2LohReWvOhkt91yS5TRX/5S1qeuSL6rVqnuu6+2LeJ93XWqc+aU7/njcNttlvlpp6l+5St2EjtunJ0Eb7998X0LF1ps/7PRRsX3feWVik0fU1PH3dmzVTff3F6jPfe0k8lCDz5oU3uJ2P16exq/QnH+7Q+1Zbt4sV08yu+Xrr467qbVvtdeUx06NPrM7ref3dYTuZxdcL3xRpt2dLfdoot9IjadZt7NN2t4+OHaUjiVn4gtbn/77b133CmHMLQFb6vtgsX48dHrevPN3X/8ggWqn/lM9Bw/+UmXp/Krqf0yOrdkiU2xmX8PnHeeai7Xeb6rV6s+8YTqz35mHZYefjj63YMP2v77k5+0i7BPP82UTN2Vy9l3qQULKvYnyvbZnTy5uPh2yy0d3yf/XTII7P3FdLgV1aN8cznVQw+NimKddQLq6HFHHmmPGzasou/fesZxF9WI4gnFk07V9U6rtdXmZBexxa+ffz7uFpVdxfN94olovvmTTqq+E/FaNneujeL5/OetF2ze+PGqgwZpeMQRuuCsszR3ySWqF1+s+tvfWvGqsCfchAm2uOMJJ9jCu1//uupRR9kXws9/3nqM5918sy1kv8sudmJQuIDkzjurzp/fe9veXel08Rz5++9f+S+6q1dHRZszzij701fss5vJFK+9I2J5F14wqDYtLbYw6QUXWI/pQvlFWjv62XDD4vv+8pc26vCCC1SvvdbmDJ440U7se/Hkt+aOu5Mnq26wgRXe8t+hwtDmB08k7LX+5Cer6+RyyRLVP/yh149J2WxWpz7+uIY77RR9t5gwoVfb4NqSJTaqoLA38zHHdK0IHIZWDCzs+fyb33S+7zjooDV6qmazWX37zTc1e889qoccEnUc2Xnn6vz+k8vZvvOss1S33bYsazZV3Lnn2ms6cGD31o94/vloBO+gQVbQ6oaa2y+jc62tNqoq/3k+/HDNLl1q+ba2qr7xhuoll6gefLC9zwo/+z/5SfQ8q1ezPlUNKOtnd+lSe18Uvh/yz3vDDdH7ZeON3Xa8rDY9znfpUiuK/fjHXf+uf9ZZlnP//lY0RUVw3EU1Ys0TYc2TzuRyOZk6daqMHTtW+vTpE3dzet/q1TYf5iOPiFx/fWnzYfZENls89+v//mdzP2ezNs9m4X+TSZF9943ue8stNs984X3y/7/hhiKnntqW77h//1sSCxbY73O54v8OGyby179Gz/u974m8807H9x0yROSJJ+x+qiI77ijy1ls23/wdd4jU43uot/3wh2ufW/fVV6N5ni+4wNai6cwzz9j84iK2psMZZxT/vk8fkbPPtufo6fzjlaZqn+Hvf9/Wa9h4Y1uzIr9Ow1ln2ZoIra1r/uy4o8g550TP9bnPiWQy0e8LH7frrjYfsojI3Ln22bnggrKv7VDRffPSpZb3gw+KvPKKvXYvvRSt1fLkk/bvAw4Q2Wmn3p8LP5cTee01m/f+8cdFnn5aZMUK+91669l+b8AA+/c559g6QiNGiIwcWfzfESNsv1llavK4O3myrf0yYIAdo046SeTGG+13xx5r6+jkM4lbNiuy554iEyeKnH66yCWX9M57eNUqCa+6SnIXXij9PvjA3n/33y/ysY9V/m/Xmxkz7LP/73/bvwcOtPUHttoqus/SpbZ/e+kl+3n5ZZH580XuvNPWRRAReeghkSOOsP367rvbPnD33UVGjerwPbPGZ3fWLJFrrhHZdltbb0fE1k865hiR73xH5OCDe/970cqV9p32P/8RufdekYULo99ddJHImWf2bnu6K5ezY/B//2v7nNdeExk0qPP7q9oaLqefbsfobbYRuesuy6Rbf7YG98tYu5tuEjnhBJGWFsndeqtM3XlnGbt6tfQpWAtFRESGDxfZbz/7OeAAkU03jae9KEnZP7u5nK2P+rvf2Xnva6/ZmoZjx9q5wX77ifzzn2tdlxLlU5Z8V6xY+3Gk0A032DFcxNbQc7w2btw47qIalbrmCcWTOpDL5WT69OkyevTo+t1pNTXZReQDD6zs38nl7ALU88/b4rvPP28XufMn/yJWyChcjLDQbrvZBYC8j3ykeJG+QttuKzJ5clu+Y484QoLJkzu+7xZbFD/PbrvZBYeObLihSGNj9O999rET1wcesC+WqLwwFHn1VQnHj5eml16ShiFDJNG/vy1o16+fFTvyBYOnnrIFLvv1syJd/j75n0MPtQt8IrYY5OTJxfcbNcreH7Vk8mSRo46yto8fH10A69vXPoMd2W8/Www0b8gQkXS64/t+4hP2+a2wXts3L15sRYojj4wu8h13nMh119n/b7yxyP772/5x//0rc7KoWnyh8otftItfhYYOtf3NPvvYRcmGhvK3o5fU/HH3gQfsPfLBB1aEO/XUeBeb7sg119hFMxGRn/5U5MILy9vGlhYrzixdahd6RUSyWdENNpBgxQrRbbeVYMIEO06jcl54QeRHP7L9wUMPWcbPPWf7iKlT17x/nz62OPrpp9u/s1n7bxcXMO7SZ/eKK2wRVxE7fp5wgn1eRo7s3raV4uWXbcHjVaui25JJe48edpjIQQfZ8a3aLV4sssce1hnitNPW/tn9//buP0yuqs7z+PubTkIgPxpCQECQyKI4yk/5YQD5tauwyuiMO6wOIroCi8A6w6g4Kiguy4CusO66OogI4wzDKA8yj6Mio8jKDwEzw8qq7CjrIAgygCSSpGMgIek++8e5Rd9UOqG7U9V16/T79Tz3Sd1bt6rO7U/OvVX33HNuSvmY/9Wvwkkn5WPX/PkT/si+3y9rbP/wD3DLLQyff37Od6+9GNhnn3wi/PWvz9O++3b8AhhNna7V3RtugMHB0fMDN94IP/95vhjL/y9TpuP5Pvcc/PjHoxeM1d1xR94nrF+fG9AuvnjrP0+b5XFXTWTjCTaeaAKWLctX1u6xR2fe79JL88F46dJ8xUrdHnvAo4+Ozh96aD4Z0zrZ3ZpmzcoNItdcM7ruWWflhoz6uq3Hu+2WD/otf/7n+cfowEB+vv7v4CC8852j637nO/nK7rHWnTMHjj56dN2HHsonh/wSqSZ59tncq6x+kuhDH8r/tjcgzZqV/w///u+Prvt3f5cbqdrXmz0715cJXtHad669Njfq3n57voq57oAD4O67t67xIqXcu+222/J0++35yr7W1Z6XXZZ78xxzTO5td9xxuXeQ+5neSwnOOy+foLzhhvwjs6k+//nckxLgwgvhoosm/15r1uRj+J135p5QS5fm/czee298kv6jH8114+yzt4lo5AAAGG9JREFU++MkdQlSyt+t8g8dePDBfGIUcj6t3iSHHgoHHZR7qXTTL36R/+996Uvw9NN52cyZufHirLPyPm1r92Wtfeg3vgE77ABnnpmXP/tsvghn0aL8eb/3e3DUUc3vOTqWtWvzd87xWL0arr8ezjijeQ25ap6REb9PSNPRihVw4om58WTp0vzbomX5cthnn3zcfutb4StfcT8hTUM2nmDjyeaklFizZg1z584l/MEBjz2Wr0JPKZ8g2Xnn8b0upXwC5Qc/yO9xwQWjz9V7csybl6+mO/xwOOKI/Hjhws5vx/PFMt9SmW3ZGpHvunX5Ku5bbsnTfffBK1+Zh+prufDCfJL4hBPyc5sr6xNP5CGMWkNxPfnkxs/Xu8Y/80w+2TfOq8H7TSOy3Rr33597II33+NhLn/nMaC+Diy/e+KKC8TrllNxQ1Oql0LLjjvnE9PXXPz9kWd9nW4KU8rBVBx/c8e9XE8p37dp8pfKVV+YGZ8gnYn75y8ldnDM8nPfHX/96bjRpNdpVPY2f98gjucdLSf//Vq/OV3wffHCev/lm+NrX4KqrOrad1t2ymW+5zLZsHc13eDgPp/nd7+ZhIe+9N1+A0HLllfn3yK23OqLGFLDuqolsPMHGk81xrME2jz4Kr30t/OpXeUit224b++rRNWtyg8g99+Rp6dLR4awGBvKQP60rs6+7Lv/wO/zw3DV8Ck8Imm+5zLZsjcx32bK8b2zdw2Ht2nxysjVEzG675fHCjz8+91BZtGj0BPv118PJJ4++15w5uQG51bPk0ENz755poJHZluzyy+GDH8yPP/vZPBRQu8cfzxdMfP/7eXjMu+4avVr/rLPgC1+A3XfPPS+PPjo3mrziFZtclWi2ZZt0vvffn/8PrVyZvxO2XH55vj/PkUduuRHgvPPyOOz1YV1nz877zze/Gd7znnKvkH300dw4/9RT+UTXtdeO9iL7q7/auOf0VrDuls18y2W2Zet4vr/5DRxySL6Q4Y1vzPcGqx8/h4e9h+sUse6qiSbbeFLmJZ/SlrzkJflqg6OOysPInHhivuJ6+fKNr+Q7/fSN71UC+crTQw7JJwTXrh1tPPFGY5JKsNNOeWrZsAEuuSTvI++4I5+A/su/zBPkIQs/8pH8+Nhjc8N0q7FkyZLxD8kibY3zzstjXF9xRW7Yg9xD9NZb8zBcd96Zh1qqu+++/H8U8pB/H/5wvpeUV8ZpMvbbDz73uY2XPfJIvnl7SvCqV+VGulNPzT3vvv1teNe7Rk/oPP10PuGzcGH+XvrmN+cGhUnc26Pv7Lxz7rX9wAP579gaSvKcc/K9TiRJGq8dd8w9F484Ivdi3H57ePjhvBxsOJE0KTaeaHp6+ctzd85jjsm9SnbeOf9Ye+CBPBYm5F4kd92VD7xHHJHnDzqoP8eVlqTJmDcP3ve+PK1dm/eJrSG+fvrTPFRXyy675Kv6pV44//x8cro1jNNf/3Ve1hKRe5sedVTuWVK/r9FLXzq1ZdX0kBKcdhp8+ct5KMQ/+qPc0LduXX5+v/3yBTmQh55717tyD5VChzPcrDlz8vBnBx+cG5DmzMm9eDrU40SSNM0ceCB88Yv5AtfVq3OP+p///PkhWCVpoqbZt/PpKSKYPXu24wy2239/+Pu/z/c/WbMm/1itN568971w7rm9LeM4mG+5zLZsfZfvnDl5f/m618GnPtXr0jRa32Vbivr9L447Lp+IbjWWHHHE6A3Ht4LZlq2j+S5eDFdfnYfuuu66PNZ6635Sr3lN/u7Zsv/+W/95/WzPPfMVwlddlb9/H3hgxz/Culs28y2X2Zata/mecko+5n7603loVxtOppx1VyXxnifSQw/loWhe/WrYbrtel0aSJEmlSSn32Fu4EHbdtdelkSSpfGvXOoywpOdN9p4nhd55UHUpJVauXElJDWUdtddeeZz+Pm04Md9ymW3ZzLdcZlsusy1bV/ONyPc+seGkJ6y7ZTPfcplt2bqerw0nPWPdVUlsPJkGRkZGePLJJxkZGel1UdQF5lsusy2b+ZbLbMtltmUz33KZbdnMt1xmWzbzLZfZqiQ2nkiSJEmSJEmSJNXYeCJJkiRJkiRJklRj48k0EBHMnTuXiOh1UdQF5lsusy2b+ZbLbMtltmUz33KZbdnMt1xmWzbzLZfZqiRR0s17ImIBsGrVqlUsWLCg18WRJEmSJEmSJEk9NDQ0xODgIMBgSmlovK+z58k0MDIywvLly71RU6HMt1xmWzbzLZfZlstsy2a+5TLbsplvucy2bOZbLrNVSWw8mQZSSixfvpySehlplPmWy2zLZr7lMttymW3ZzLdcZls28y2X2ZbNfMtltiqJjSeSJEmSJEmSJEk1Np5IkiRJkiRJkiTV2HgyDUQEg4ODRESvi6IuMN9ymW3ZzLdcZlsusy2b+ZbLbMtmvuUy27KZb7nMViWJksafi4gFwKpVq1axYMGCXhdHkiRJkiRJkiT10NDQEIODgwCDKaWh8b6ukT1PImLfiLg3IlZExGVhU+VWGRkZ4YknnmBkZKTXRVEXmG+5zLZs5lsusy2X2ZbNfMtltmUz33KZbdnMt1xmq5I0rvEkIrYBvgn8EDgEeCXwH3pZpn6XUmLVqlWU1MtIo8y3XGZbNvMtl9mWy2zLZr7lMtuymW+5zLZs5lsus1VJGtd4ArwBGATen1L6BXA+cHpviyRJkiRJkiRJkqaLmb0uwBgOAJamlJ6p5n9C7n2yiaqXyja1RfMBVqxYwfDwcGsdZsyYwcjIyEYtnptbPmPGDCJis8tb71tfDmzSFW1zywcGBkgpbbS8VZbNLR9v2Te3PKXEb3/7W1auXPl8ufp9m0rMabLbtH79eoaGhlixYgUDAwNFbFOJOU1mm4aHhxkaGmLlypXMmjWriG1qL8t03qaRkZEx9839vE0l5jSZbRoZGWH16tXP75dL2KYSc/KYW25Ok92m4eFhVq9ezdDQ0PPl6fdtqpellJwms00ec8veprH2zf2+TSXmNJltav0eWrFiBbNmzSpim8azfLpsU2vfvGrVKiJGR+vv520qMafJbFNKaZPfQ/2+TSXmNN22aeXKlUxGExtPFgAPt2ZSSikihiNih5TSirZ1PwJ8vP0NFi9e3N0SSpIkSZIkSZKkfjIfGPcN45vYeLIBWNe2bC2wHdDeePIJ4NNtyxYCT3enaH1rPvAYsDuwusdlUeeZb7nMtmzmWy6zLZfZls18y2W2ZTPfcplt2cy3XGarppoPPD6RFzSx8eRpYN+2ZfOB59pXTCmtY9OGlnG3HE0Xte6Pq1NK/n0KY77lMtuymW+5zLZcZls28y2X2ZbNfMtltmUz33KZrRpswv8fm3jD+HuBJa2ZiFhMvq+JvUkkSZIkSZIkSVLXNbHx5E5gMCLeWc1/GLg1pTS8hddIkiRJkiRJkiR1ROOG7UopbYiIM4EvR8RlwABwTI+L1e/WARex6RBnKoP5lstsy2a+5TLbcplt2cy3XGZbNvMtl9mWzXzLZbYqRqSUel2GMUXEi4FDgHtSSst6XR5JkiRJkiRJkjQ9NLbxRJIkSZIkSZIkqReaeM8TSZIkSZIkSZKknrHxROMWEdtExE69Loe6IyIGImLXXpdD3WddLpf1uFzW27JZd8tl3S2bdbdcETE/IrbvdTnUHe6by2W25fKYq16x8aQwETEnIlJE/E7b8hkRMeG8I+KbEXFSNftB4KpOlFOT04V8r4yIc6vZk4FvdaKcGp9O5/kCn2VdnkJTnK31eApZb8tm3S3XRLKNiN0i4oiImD/Jz7LuTrEpzte6O4Wmar9cvd/SiDiyWvTfgY936v01Nr9Xlctsy+X3ZU03Np40TETsGBEPR8Ti8Sxvl1JaWz28OyKWV9NvgGeAd9fe75iI+Fn1/Ps3U5YlwL8BflAt+ixwdEScMIlNE1Oa7zerg1lrunWMsrykes1d1aKvAHMj4sxJbt60M1V5Vu+5d0Q8PUYZrMtd0JBsrcddMIX74TMj4omIWB8Rt0TtKinrbfc0JF/rbhdMYbYfAP4JuBJ4LCKOqT1n3e2ShuRr3e2CqfxOVb3vrIi4PyKOrS07KSIeiYjHI+LkzXzU24A9gR9V85cCZ0TEfi+4kdNYQ/K9v63uXj3G69w3T9AU7pc3u+/1uNsdDcnWY676R0rJqSETsIi8w0/A4hdavoX3ScDeW3h+J2AVcCHwMuCHwHFt6wwA9wCXti0/B3gc+Fe9/nv12zRV+VbrPA7sC2xfTXPHWOcG4Mtty94IrAYO7fXfq+nTFOf5UuD/5V32Rsuty4VmWz1nPe7TbIHXAr8GXgfsDtwJ/E31nPW24Hyr5627/Zvty4EngV2r+Y8Bd1SPrbsF51vNW3f7NNu2dS+o1j+2mt8XWAecAewH/DOwT9tr5gEPAWe2Lf8UubFtUa//lk2cGpLvdsCaah/dqrvbtr3GfXODs93cvhePu8Vm+0LP1dbxmOvUiMmeJ81yfTWNd/lknQI8AVycUvpn4L8Ap7etcx6wG/mKm7rPk08S3OFVOBM2JflGxO5ApJT+b0ppZTWtaVvnbcDxwJ/Wl6eUbgauAG6tX82jMU1VfYXcNXWTK6iwLndLz7O1HnfNVGW7D3B2SunWlNJjwJeAQ6rnrLfd0/N8rbtdM1XZzgT+Y0rpiWr+x8AO1WPrbvf0PF/rbtdM5XcqIuJl5Hr4y9riM4DbUkpXp5TuBz4HnNr20suAZcA1bcs/BvwGuD0i9uh0eQvQhHxfDfwkpbSsVnefbXup++aJa8K5C4+73dHzbD3mqu/0uvXGaXQC9qr+bW8BHnN57fk/BtYDyzczbQD+bW39LwFX1OZ3BX5amz+R3N3uOPIOrf3zBshfLNcBfwbM7PXfrh+mKcz3LcBTwGPkq3CuB3aoPX8wMAS8Y6x8q3UuAobJQxrM6/XfronTVOXZek9gMZv2PLEul5ut9bjPs217/SeBb1WPrbdl52vdLSRb8pXo3wX+czVv3S07X+tuAdkC3wM+BNzOaM+E24A/ra1zOHBzbf495Kvbf2czdXc74Gbylc7n9vpv2qSpIfm+D/gVufFrJfmk+Ta117hvbnC2W9r34nG35Gw95jr11WTPkwZJKT00keU1zwF3p5QWjTUBD5B3ci0LgIdr80PAiwEiYk/gq+Qd4/eAkbZxCBN5p7gB+ADw4pTSholv7fQzhfnuQ+7SegL5StjFVFdiRMQC8pXunyF/gdgk3yrjJcBbyf8v1qJNTGGeW3pP63IXNCRb63EXTGW2LRGxI/nEzBXVIuttlzQkX+tuF0x1thHxRvLVrrsAl1SLrbtd0pB8rbtdMJXZRsS7gUHgv7W915bq7hLgf5JPyP+UsevuGuDuar2dXnirp4+G5PsycmPKEvJwmq8H/qR6jfvmSWrCuQs87nZFQ7L1mKu+YuNJGUbGsU6qPd5Abn1vWUu+ooaU0iPA/imlq8lfTnap1tkd2Laargd+lVL6XEppk5u4qeMmlG9K6ZMppTeklP4ppfQz8o+Bk6rnhoDXppQ+BuwPzAVWAEcymu9/Jef7tymlN/klo+MmWl+3xLrcLB3L1nrcOFuT7RXAPSmlb1Xz1tvm6Vi+1t3GmWy2twBvINfXT1XLrLvN07F8rbuNM6FsI2In4BPA6WP87bdUd5cCrwKuItfdw4DfMprrtuR7ADySUrogpfTRSW2N2nUs35TSOSmlU1NKv0gp/W/gYkbrrvvmqdexcxd43G2aTp6X8pirvjKz1wVQR2wDHBkRyzfz/PbA7Nr802x81cx8cisyACmlB6t/hyLiAODxlNK/tJ6PiBcB3+lQ2fXCJppvu5XAoojYJqW0ri3fPcjDFvwopbQWICJ2Bh7tXPHVZmvzrLMuN0sns21nPe6tSWUbEacBRwMH1hZbb5unk/m2s+721qSyrX6E3xURfwx8kzwsjHW3eTqZbzvrbm9NNNv/AVyTUvrRGOuOq+4CQxHxCvL9M56/ijkidiEPLaPO6WS+7VaST6AD7pt7oGPnLvC42zQdPS+1pec85qppbDzpcxExk7zTmJdSWhcRs1JK6yMigMGU0spqvV1qL7sXOLk2fyDwL4zt7cA32pbthl8gp8Rk8o2IG4HLqyupAA4FnhzjAAU53/+VUnqmtmw34J5ubM90N8n6uiXW5YbodLbW4+aYbLYRcRj5x/6bUkq/rj1lvW2QTudr3W2OSX6Hejuwa0qpNSzMBvJ42mDdbZRO52vdbY5J7pffDqyOiP9Uzc8DboqIPyPX3SWM3gx+onV3V6y7HdOFfN8CvCWl9Hj13KFsfEP5OvfNXdTpcxcR4XG3IbqQrcdc9ZfUgBuvOG08sfkbNG2yHPh35C5s88k3TLq0Wn4ucFP1+AByq/2LqvlFwLPkG2vNBG4CPjvG572ePMbrS9qWDwH79Prv1K/TFOR7Ibl7+WuA3yWP6fyxMT7vgCrLJW3LfwKc0Ou/U79M3c6z9trFbHpTcetyudlaj/s4W+BFwK+BC8g/8OdR3cjQelt8vtbd/s721eSbQr+l2jffAlxZPWfdLTtf625/Z7u4bVoK/CH5SugDqtxfSR7+5YfAB8Yoy2nkm47Pqy1bWJVxTq//hk2eepzvXwBfJ99g+pQq61PHKIv75mZmu9l9Lx53S87WY65TX009L4DTGKGMcycGBPnmdRdV88eQv/BtQ/6itwo4tnruRuArtdeeQ+7yuIx8ZcaLas8NAGdXB6C31pYfUi1/Br9ANjZfYBb5yqoh4MHqwDSz7bNOIneNfH9t2X7AH5Cvwtuz13+nfpmmor5WyxbTdoK9Wm5dLjBb63F/Z0u+UWlqn2rva70tNF/rbn9nW82/g3yD2hXAF4Htas9ZdwvN17rb/9m2ve/trfWq+U+Q752wArgP2Lb23Bzg41X2R9f+PxxGPkn4UK//fk2fepkvuQHla+R71fwMOLttXffNDc72hfa9eNwtMtsXyr1ax2OuU2OmnhfAaSvCy+M/3gTsUM0H8HlgUTX/Xka/AO5DvmHW7Nrr9wbeBCxoe99ryD8qjm9bfi35Ko9Ter3t02Ha2ny38L4fA54C3t62/BLg/wDv6/W2lzh1K89qfetyodlu4TOtx32erfW295N1t9zJulv2ZN0td+py3d0feAOwTW3ZDOC7wI+Bg9vW/x5wR3uddmpmvlv4TPfNfZ6tx91ys93CZ3rMdWrUFCklpLqImAcMp5Se7XVZ1HnVeJXzU0orel0WdZd1uVzW43JZb8tm3S2Xdbds1t1yRcRCYCiltKHXZVHnuW8ul9mWy2OumsbGE0mSJEmSJEmSpJoZvS6AJEmSJEmSJElSk9h4IkmSJEmSJEmSVGPjiSRJkiRJkiRJUo2NJ5IkSZKKFhHnRsQHq8ezImLbiBjodbkkSZIkNZeNJ5IkSZKKEBEfj4i/HeOp+4FLIuIw4G3AMmB5RNSn5yLirCktsCRJkqTGsvFEkiRJUuNFxFNtjR1njLHahmraSErpe8DfAAtTStellOallHZIKS1qTcAtwPruboUkSZKkfmHjiSRJkqR+MAgsqRo6lgIDETG3Goar9btmPTAcEdtExCyAiFgaEf86pfTulNK3X+AzhrtXfEmSJEn9ZGavCyBJkiRJ4zBWr5BlVL1NIiIBc8i/cX4XOAe4Dti+tXJE3AcsaHuPK1NKl3elxJIkSZL6lo0nkiRJkvpBapt/LqW0XX1BRJwHHJhSekdt8QZgpHq8O3BYSumX1fqfBOZ3p7iSJEmS+pnDdkmSJEnqB8PAP0bEcuB4IEXE7Ig4fgLvMTLGsvZGGUmSJEmy8USSJElSX5hB7jXSurk75CG5/iIi/v0E3uf2iHgwIh4E3tPpQkqSJEkqg40nkiRJkvrBQNt8pJSeAv4E+MMJvM+xKaW9U0p7A1/oWOkkSZIkFcXGE0mSJEn9YICNh+0aAEgp3ZhS+oMJvEe76FD5JEmSJBXEG8ZLkiRJ6gczycN2PRgRNwGzJ/EejwG3RmzUXnJlJwonSZIkqSw2nkiSJEnqB08AG6rHpwHPjrHOfDa9Afx2VL97UkoHjfXGkVtTdgKe6UhJJUmSJPU9G08kSZIkNV5KaY/a46fqz0XEXOAfgZcB72176TxgzubeNyJ2Ah4m90r5fqfKK0mSJKm/RUrtF2ZJkiRJUn+JiL2BZSmlVZN47W4ppce7UCxJkiRJfcrGE0mSJEmSJEmSpJoZvS6AJEmSJEmSJElSk9h4IkmSJEmSJEmSVGPjiSRJkiRJkiRJUo2NJ5IkSZIkSZIkSTU2nkiSJEmSJEmSJNXYeCJJkiRJkiRJklRj44kkSZIkSZIkSVKNjSeSJEmSJEmSJEk1Np5IkiRJkiRJkiTV/H/owGY2Ct0i4AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# 0.准备数据\n",
    "x = range(60)\n",
    "y_shanghai = [random.uniform(15, 18) for i in x]\n",
    "y_beijing = [random.uniform(1,3) for i in x]\n",
    "\n",
    "# 1.创建画布\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "\n",
    "# 2.绘制图像\n",
    "plt.plot(x, y_shanghai,label='%save海')\n",
    "# 多个图形绘制\n",
    "plt.plot(x,y_beijing,color='r',linestyle='--',label='北京')\n",
    "# 2.1 添加x,y轴刻度\n",
    "# 构造x,y轴刻度标签\n",
    "x_ticks_label = [\"11点{}分\".format(i) for i in x]\n",
    "y_ticks = range(40)\n",
    "\n",
    "# 刻度显示\n",
    "plt.xticks(x[::5], x_ticks_label[::5])\n",
    "plt.yticks(y_ticks[::5])\n",
    "\n",
    "# 2.2 添加网格显示\n",
    "plt.grid(True, linestyle=\"--\", alpha=0.5)\n",
    "\n",
    "# 2.3 添加描述信息\n",
    "plt.xlabel(\"时间\")\n",
    "plt.ylabel(\"温度\")\n",
    "plt.title(\"中午11点--12点某城市温度变化图\", fontsize=20)\n",
    "\n",
    "# 2.4 图像保存\n",
    "plt.savefig(\"./test.png\")\n",
    "\n",
    "# 2.5 添加图例\n",
    "plt.legend(loc=0)\n",
    "\n",
    "\n",
    "# 3.图像显示\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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YeFLefiy7lP4rZGM1byO7UeFUelOdlT/mkl3y/qfuvnUKr8fdt+TFxKnu/p28XS8jG17iNLKeclvz6aumsmwREZFEqWYaf51qphqqmVQz1VDNpJpJNZMkRSdPRJqbtRtT5T0FfjHpjGlrx0F8o/GPryXrndKqf3X3V5vZHcCyKbzuEne/ZArzt8TM+oB/Jvtc/i2TH9x0bFs2krfxX+tM2hd4HtnBz9fqTJ9qL696KgeRDzHeY+oQsh5O1TeeOyhv61KyIgDgu02Wu6PyTaPxt2385od/7nVufmhmXyY7uJx07Fd3XwecW/Pcg4wXOu1Uufx+R51prV723sp8B5K9l1YCL6zzT4O9ar42fd7dv5UXKp8CPsvEGzAeCTwl//417n7rFApSGB93+irgjdXjKE9FnrFSBDweeAtwKlnP2x1kxeW1ZnYV8CUVBCIiEpxqpvZSzdSAaqZJqWaaOtVMu1PNJFJFJ09EmuvEH+eJKzCbT9bLZBsw3I6eOZbdSKxINpbp3u7+65kus03acfDaqDdXP817uNSq9DCZrGdMrU59bl4EnEi2jV7p9W+MWK2T27Ku/FL7c2qfN7PHkhUCm6bao2sKKr+vT7n72/L1Xgc8nWxb3JdPP7Lm6+2THIS1c/iAlm+cN0sqvde21JlWOfh+oY3fmLWeScc/zg/cjwH2cfd6Q0ssqPla24baAqFyyf4v3f3mmud/a2ZPBp7nLd5Q0MxWAKX8xxHgfHe/opXXNlheiazn3ilkN+l8dD7pBuB8skvPLybbV94PvN/MbiPrYXYb2SXrIiIikahmai/VTI2pZmpONdPUqWZCNZNIMzp5ItJcpQfB88zs9gbzjF2+2mSeesuseBkwduO8KfQIeLeZvbuF+X5PNl5rL2h6iW6L6m4gd3/6dBbm7ofNpDHtYGbPIisEAN7i7j9r4WUd25Y9qnIQWX2wXSkORoDbyXo9VgqA4/OvzXpQQXsLgUmXZWaHACvc/cdtXG8jxfxrvfFjt5ONyzuZlsaedfdNZrbLzB4k+6fGTrLtUSa7lHwQeE7NZ+S++fN/YmYnVz1/D/CC2iKgal13Mn5zxqbM7OXAJxgvBN7g7pON1zyZPyW7WS1k+b4HfARYDrwR+KS7v9bMLgZeT1YQHJM/Pu3uu6bY80tERKTXqWZqL9VMdahmaolqpqlTzaSaSaQpnTwRaa5y0F5k/I9qM49sYZ7a/W6Y7EaAW8l6tUx2MLGE7A9rqzcQ7KUbb7V62Wunl9EzzOwoshunFYDPuHuzm+tV6+i2zMdkfS/ZAd1Osvdpo942++ZfB/JxlpspkPXMKbj7n02hrYvzr5urnqsUAsP5mKr3AcvMbAnwtHzatVNYx2x4EvAFM3uvu78vLwK/M4Plvd/d39Vg2j751wcBzGwR2TbbSdYb7aoZrLcey9e5T4PpJWBpg+crN3QcAc6e6XjhZnY42c0YT6+ZtK7O7FOSj7f+OLIblH7F3VfnN2T8LPAI4Gwz+y3wGbKhJP6G7P34XLLeVSIiItGoZmov1Uw1VDO1TDVTfaqZ6jVENZNIS3TyRKS5yqXJX3D3l9ebofoPeaPxP/P5KgdREy7pdPfPAZ9rtUFmdjnZZY5TvoFgD6hcatpqD7Bmy0iemQ0AV5Md5P6YmnFdJ1HZDmeb2dnTbEKzbTnA7gdRk1lIdoPKVkzphnPAivxrdfFb2Zcql+PfSjYW8ynAM8gOeGejt9JUnEp2ML5f/vP2/OsIWe8hyLb9fmSX1W8n+z0ty7+/r2aeemPzVlRuBFkZP/ldZDfmA6bUY3MEOM7db51kvkGyA/1tZL+Tq8nyXuHuf9XoRWb2XOA/yArT89z9/1ptWJ1lDQBvB84j+/zeBVyY/zyVcbqbqs3j7sNmdizZ+/8NwB8AHwKWuvtbgB/mDxERkYhUM7WXaqYqqpmmRDWTaqZJqWYSmRqdPBFp7h6yMRlbuVRzMjfkXx9uw7JStZEWxgOdRIjtZ2Z7A98mu2T6DuCMFsbsrfYQ4weO09Wsh911ZAd1lV5UO6vHljaz44Gf5tNeDHwTWM14ngOBY9z93qrXGOO9qGrHcq1VMrOXAM8hG++0Mkbqb6vmqfSiqlyW/mOynirvIbvx4TXuvm2S9cyafFzt5+c/fj7/WukttM7dj87new/wbuBl7n593mPnJuCnlaEWzOwSsgP7Zr2NDs2/rsy//o7sBqvbgMPJfr93MV5cTGgu2djIBeCyFooA3N3zdVTyviRv9+vN7H53f99uK8luHPhvZEXAJ9x9spt+TuZVwNvy738FnOPuvzCz82a43IbM7AnAHwLfdvePmtnHyX7PbwAu7dR6RUREeohqpvZSzZRTzaSaKf+qmkk1k0jX6OSJSBPu/uY2Lusp7VpWiszMpjvGbjRmViTrefcEsh4uz3L3locKyLflyzrVPgB330nVQV3N+vcmu9y2QHZJ7X1Vr9tlZu8Cvgh8ycye5u478mlONsTCdsZ7D1WWaWQH+5UD5afnD8jG4P0Dst48t1W9rFJMVAqobwMfZnwoiM/TW04hO/i+u2ps2pEZLrPZ64/Iv64EcPfLgMsAzOwk4EdkxwFn1r7/zOzteXtvYXxs6SnJx/R9Ftk/QS4xs13u/qGqdZxAVkAuAL5A1jt0Rtz9UjM7Grgb+NBML2Vv0bvJehy6md1E1iPsa+5+6iysW0REpOtUM7WPaqZxqplUM6lmUs0k0gvacfMsEZGm8vFUV5nZR8zsmKrnLb9ss3b+opn9RYNlPdfMki2q8gPe/wCeDAwBz3b3VVN4/VzgDjO7Ij+Qqp726DrzzzOz1+Y9eGqnnWBmL5hi+xfk7T8W+B+yA+8J3P1LZAflTwD+3cyaDhuQ59hGdtD5xvzp+4EryC4lrxzQ/hdQNrPDzOwsskuKt1R6d7n7bxm/RP1+4N9biDSjcZDNbE5V+yY76Ky8p79a9Vy53oxTUPf1+TY/lmzM5d/UTnf3/yYbW3Y58K9m1lf12mcB7yd7f56VF4XT4u53AH9MNt74pWb2dTMrmdlryAqR/cmKgLOre+nNhLv/ubu/b6pFgJn9gZnNqzNpsvfIPwH/CGwge8+/H7jTzH5uZn852Wqn0kYRERGJSzXTONVMdZepmmn6VDPtvk7VTCIt0skTEZkNLye7HPbN5Dd3zAuCXwI/MrP5lRktu0Hb7cCnzOyU6oWY2TuAbwH/3OAPdgpOB07Ov98b+D8z29Hg8f/qvP55ZJd5vy5/PWZ2oJldD/zczB5RmTEvOn4KXAWcU70QM3sZcD3wT5aNeTqpvKD7IdnB+Uqy3jeNbtb5CuDOPO8PzeyQJov+KdnYrzuAfwGeChycj5H6v8Br8/n+DXhUvu4vk/0Nu76qfX9NNq4tZL2D5ufPv9rMnt5g3VMuBMxsjpndaGaryQ5wj88n3dnkNUuAP81//FrVpI4UAmQ90OYAt7v7UIN53kJ2SfpzgK/lReMpZAWUAy/KD+RnJO8xdhLZkAlnAPeSHTj3Ae9w95c3eR+1ol0H028EfmtmH6opnJtepevu/+Hu55Ld+PAU4NPAFuA4Jr9prq4AFhERkQrVTONUM+1ONdP0qWZSzSQybTp5IjJzs30WvFDztaflf1Bfn//4dXe/Pf9+DdkN7fYjKxQAcPeHgf/Of/z7mj/IXybrbfNIoN5BcgoeW/V9gewGbY0e9Q4SKr2Mfubu38+//x1wENl4tpVtXbnk+zv5j+8zs4VVy/k22XjKA+SXJTdjZqeT9XJ6ItkYuk939/sbzZ9f0nwK2cHxCcCvzOwt9XpU5QeB5wFHufs57n593nbILnFfStZD5Uvu/jOyS97LwNeB1+TtO5es9wpkl/UvAT6e//xMsmLklXWaOr/Oc7vFr2nvCPADsuK2cqD3c7KD20ZeT/Y7XVV1+TlkB9yd8KL867WNZsiHBngu2QH6C8gKsu+SvY9eVvX+aodFZO8fgH3zr+uANXnxPxNW87WZZv9AOI6sV9nza3p0tXSw7pnr3P1VZONXvxz42CQvUyEgIiJ7CtVMTahm2o1qpt3nVc3UfqqZ6lPNJFLN3fXQQ48ZPIA/Iftj7sCcWVjfJ/N1Xdrt7C2298yq7fOYmmlX5M//uub5o8jGJXWyS1Orp70rf34YOLrb+WZ5Wz6+als+v2ba2/PnNwF7VT2/D7A5n/bumte8rGp5z2iwzpPIDg4r810NLK6Z57H5tFV1Xl8iu+S68vqNZAfsx7SQ9zlkve4ceFXV808CBvLv+4G/r1r+xcDRwNaq9g7n359UZx1PJRvn9/NN2rGpThuOJ+vR9wHgVKDQ5PVFst5WDnw4f25fsoPj42u3HdnNGx14Sv7z4/Kff1Q1zyX5c28m6023uGZ9W/LpT5tkGy8iG3/Wqx4/BB41w/fqMuAssh58q6uWfRtZ0Xdz1XPDZL3hPgL8ef773XcK6/q/fDlnNJnnt/k8XwMW1pn+7Kr32t/XTHtEVVtvb9NjV768p3b6c0MPPfTQQw89euGBaqbJ2quaqX3bUjWTq2bKn1PNNL4u1Ux66DHNR9cboIceqT/IeitU/kgsmIX1fSVf1+Xdzt5CW+cBd+Tt/Wad6Y+r2nZPr5n2L/nzK6kqsPJlrqocsHQ74yxvz+vy3L8ErGbaAYwXT+fUTHtv/vwgsE/NtBurDnD6q55/eb6eyu9nO9kly1anXZWD2TVN2v464OGq5W0FTmgy/xPIxo914PsN1vus/MCysswPVU17VdXzTnYw2jfN7f5QvozXTPP1b6lqx+Pz535W076ZPq6uWt+FVZlr3ydzgGPy38e/M14wlMkOzndULXMN2efNRfn74SlkRdYhwLyqZZ6Yv8f+Cfgx44Vn9YH+t8guwS/krzGy4QmuZvyguPaxi6yH4MmTbN/K+/SsJvN8rsXtOAo8uua1y9r8u6p+NM2mhx566KGHHlEeqGZq1lbVTO3dnqqZJs6jmkk1E6hm0kOPaT906ZPIzC2u+r6f7BLpTqqMT9r0hnI94hnAwfn3762d6O4/y8dA3ZvsMuNqHwFeSXYgsD/ZZcW4+04zey/ZGJlHmtkyd1/dofb3DDP7I+Ax+Y8Xu7tXT3f33+Vj+B5P1nOq2ieAt5HdEPAgsgPbineS9ZrZn6w31E/z539IdjAN8D3gfG88luuCmq+7cfcrzezfyXoI/TnwPHe/sdH8ZGO73kI2TMEra/PmnkA2nu8o8BZ3/2jV+j5lZouBS/Nl/Z1Pf4zYeTVfp+oy4AHgPHe/KX/u3rxdO4CdZEXcVBXILqHfi+yy/IrKTTH/0d3dzF5ONn7zAWQ9FPur5r2TrGfRZ9z9bjPbD3gp2TjRTyPrBXlmzXrXAY/O2w1ZwfEmJo5V+wDZzSqvBb7l7puqF5D/Pq8BrjGz/cl6zJ1G1iNtST7bHLIC57pJtkNlGIGG7z+y9/lSsn8+9NeZPkr2T4dL3f3WmmnVx0pzPRuCYEbMbBVZgaHjMBER2VOoZmpMNVObqGZSzVSHaqaMaiaRabL6n62ztPLsA+eRwJ21HxIiqchvuPbB/McD3X1DN9vTa/L9/Ex3v6rB9CcDN3s2lmjttKe4+/V1np9LNo7tle6+vd1t7lX5+Lt/CXys3oGxmR0P3O3ug3WmnQD8tN7BsJmdD/yLu2+ueb6frKfTjydp14uBLwE73H3S8XDNbHHtuhrMZ2Q3QVzTZJ63Av/t7j9tMP04snFZP+0Tx2RtmZmVyXr9XOjul05nGfly+t19eLqvn+K6TgJ+4+6b8puL3kpWVK0EbgJuAH7g7r9tsoyFZAfOTyQrMB9FduPNd7j7ZTXzvpGsd9ZPyS4J/02D4q2Vti/Ll3UM8JVuF/pmdhRZb1BofyFwurt/Z5LZRWQPp5pJIlDN1JxqpvZRzVR3HtVM9delmqlNVDNJZF07eZL/4biS7FLSRwJ/4e5fNrOPA2+omvUedz+iC00UEREJwcwOAB529xn18jSzPrJjhxkfDIuIyORUM4mIiMwO1UwiUk9XTp7klwXeRTZu3a/N7BXAJe6+zMz+h+ymTv+Tzz7q7g/PeiNFRERERES6RDWTiIiIiEh3dWvcuEXAm9z91/nPtwD7mNkc4Fiyywm3dKltIiIiIiIi3aaaSURERESki7pgUaeAAAAgAElEQVR6zxMYG4fzU0AZ+Cjw32Q3O3sE8GPgNe5+X+MliIiIiIiIxKWaSURERERk9nX7hvGPAa4DhoGjgeeQ3dDsjcAm4GPAHHd/doPXzwPm1Ty9L/Bgp9osIiIiItJjFgH3T/emo9LbVDOJiIiIiLTFlOumbp88MeCxwEeAIXc/o2b6MuBeYB93H6rz+vcA756FpoqIiIiI9LKD3X1dtxsh7aeaSURERESkbaZUN3V92C4AMzsEWA3s5+4PVT1fAjYDR7v7HXVeV9uLahGwdtWqVRSLxco8FAoFyuUy1VkbPV8oFDCzhs+Pjo5OaEOhUACgXC4zOjrKvffey4oVK5g7d+7Y89X6+vpw9wnPV9rS6PlW296JTMBYriOOOIK+vr4QmSrcnXvuuYfly5fT19cXIlOhUGB0dJS7776bFStWjOVKPRPArl27xvaxvr6+EJlqPzv6+/tDZKoYHR1l1apVrFixgux/P+lnqrj77rsnfHaknqmvr4+RkZEJnx0RMrn7hM+OOXPmhMhU/Td65cqVHHHEEWPtST1TZZ6VK1c2/OxIMVOn9qehoSEOO+wwgFK9f5xLHKqZev9vUuUz+fDDD5/w2ZVyJlDNlFKmyvNR64tKriOPPLLhcU9qmSq5VDOlkSl6fVHZxw4//HDmzp0bIhPErZnMDHdvuJ+lmqlT+9N066au3DDezE4Bnu3ub8ufGsm//o2Z3ejuX8l/fjzZuL5r6i3H3XcCO6uWC8A+++wzVgjMptHRUYrFIvvss8+Eg8rUVXKVSqVQuSDLtmjRorC/M+VKQ9RckGXbtGlTuM8PfXakJWouGN/HisViqGyjo6Psvffe4T47OkHbJy7VTOnRcU9aor8XI2ar5Ip43KPPjrRE38cWL14cLlfEmgli72ftNt3t05WTJ8DtwH+Y2V3Ad4BLgGuBXwDvM7MNeds+DnzW3bd1qZ1TYmb09/fv1ssodVFzQdxsypWWqLkgbjblSkvUXBA3W9RcIlOkmikxUbMpV3qiZlOutETNBXGzKVd6ImfrFV0btsvMnglcBhwMfA94vbs/YGYfAM4FHga+AbzT3be2uMwiMDg4ONiVXlQiIiIiIrNpaGiIUqkEGrYrJNVMIiIiIiIzN926qdC5JjXn7t9z90e5e9Hdz3T3B/Ln3+Hu+7j7oe5+fqtFQC9wdzZv3ky3Tkh1StRcEDebcqUlai6Im0250hI1F8TNFjWXyFSpZkpL1GzKlZ6o2ZQrLVFzQdxsypWeyNl6RbeG7QqpXC6zYcMGFi1aFGqcuai5IG425UpL1FwQN5typSVqLkg/2+joKLt27ar7/P3338/cuXOTzNVu2g4SSeqfW81EzaZc6YmaTbnSEjUXxM2mXL2pUc1Umaa6KdOpbaCTJyIiIiIyq9ydDRs2sHnz5obTR0ZGWL16tcbvzS1evJilS5dqe4iIiIiI7AEmq5kq86huGteJmkknT0RERERkVlWKgCVLlrBgwYLdDm7dnZ07dzJv3rw9vghwd7Zt28bGjRsBOPDAA7vcIhERERER6bTJaiZQ3VTRyZpJJ0/ayMxYuHBhuDdr1FwQN5typSVqLoibTbnSEjUXpJltdHR0rAjYb7/96s7j7vT19TF37tyksnXK/PnzAdi4cSNLlizZ4y/Jl7Sl+LnVqqjZlCs9UbMpV1qi5oK42ZSrd7RSM4Hqpmqdqpks0g1lzKwIDA4ODlIsFrvdHBERERGpsWPHDlauXMlhhx02doArk9u+fTurVq1i+fLl7LXXXmPPDw0NUSqVAEruPtS1BkoyVDOJiIiI9DbVTNPTqGaC6ddNhTa3cY9WLpfZtGkT5XK5201pq6i5IG425UpL1FwQN5typSVqLkg7W7OeUe7Orl27iNTJZ6b29J5kEkfKn1uTiZpNudITNZtypSVqLoibTbl6z2Q1gOqmiTpRM+nkSRu5O5s2bQr3ho2aC+JmU660RM0FcbMpV1qi5oLY2UZGRrrdhJZMp53XX389W7Zs6UBrRHpf5M+tqNmUKz1RsylXWqLmgrjZlCtNqdRNU3HfffdxxhlnMDw83O2m6OSJiIiIiMh03HrrrcydO5dt27Y1nOfss8/mzW9+Mw8//DCQFTdnnnkmP/vZz2armSIiIiIiIrPuW9/6Fk960pMAuPHGG1mxYsVu85TL5d1OkhxyyCGsXLmSK664Yrf5d+3a1ZnGNqCTJyIiIiIi0zBv3jyA3cbTrfaRj3yE9evXc8wxx/DAAw/w1a9+ld///vecc845HHbYYWOPgw46iJe+9KWz1XQREREREZGOmjt37litNH/+fPr7+3eb56abbqJYLFIqlRgYGGBgYID999+f++67j4svvnjsuYGBARYvXsyxxx47qxnmzOragjMzSqVSuDGpo+aCuNmUKy1Rc0HcbMqVlqi5IHa2vr6+bjdhUoVCYcLXevbff3++/OUvc8MNN7Bo0SIuuugirrvuOk488cTZaqZIT4n8uRU1m3KlJ2o25UpL1FwQN5typSmFuqmekZERtmzZwhOf+ER27NjR7eY0pJMnbVQoFDjwwAO73Yy2i5oL4mZTrrREzQVxsylXWqLmgrjZzKxur6QUVC47nzdvHmvXruUnP/kJL33pSznxxBN5xSteQbFY5Oyzz97tdaeddhpXXnllF1osMruifm5B3GzKlZ6o2ZQrLVFzQdxsypWeXqybhoeHmTNnTtMOZmvXruXFL34xxWKRa665BoCVK1fy+Mc/vuFrDjjgAG677ba2t3cyGrarjcrlMuvXr6dcLne7KW0VNRfEzaZcaYmaC+JmU660RM0FMbK5O9uGRyY8tu7cxeYt29m6c9du09r5aNdNI81s7NHX18f8+fO544472LRpExdffDGnn34669at44UvfCFvf/vbed7znsdNN93Ec57zHO6++24+//nP89BDD7WlLSK9LsLnViNRsylXeqJmU660RM0FcbMpVyK2bh17+JYtDD/0EL5lS/Zc7RUcVfPu9ti+vbV5p+jFL34x++23HwMDA5x11lkTpg0PD/O3f/u3HHfccZxwwgl87nOfG5vW19fH5s2b2bRp026Pq6++euwekrNNV560kbszODjIkiVLut2UtoqaC+JmU660RM0FcbMpV1qi5oIY2bbvGuVRf/O9rqz7Nxc/kwX9Mz8cfuCBB8a+HxkZYefOnRx00EHMnTuXm2++mfPPP59f/epXvOAFL+Bzn/scixYtYp999mHt2rWsWrWKnTt3Nr1vikgkET63GomaTbnSEzWbcqUlai6Im025ErH33mPfGjDhupPTT4dvf3v85yVLYNu2+st52tPgRz8a//mww2DTpt3nm2KHs69//etj33/3u9/lgx/84NjP69at4/e//z233HLLblcDNbtSpZXpnaKTJyIiIiIiMzAwMNBw2oIFC7j88stZsGAB55xzDt/+9rcpl8t88YtfBODUU09l+/btPPzww/zqV7/i5ptvnq1mi4iIiIiIzJrly5dz+eWX1502Ojra9LXtGjVgqnTyRERERES6Zv7cPn5z8TMnPOfu7Nixk732mtfRGzvOnzs7N1f86Ec/yujoKFdddRWXXnopy5Yt4+STT+bmm2/mjDPO4Ktf/Sq/+MUvuOiii2alPSIiIiIikqgtW8a+zeqmHey1115Z3VR78/iNGxsvp/ZKjlWr2tfGaRgdHWXx4sVjHdO2bt2KmbFgwQIgu+dJN+jkSRuZGQMDAx0t8rshai6Im0250hI1F8TNplxpiZoLYmQzs92GznJ3+gswZ86cpLNBluVTn/oUn/nMZ9hrr73YvHkzxx57LAAXXHABp59+Otu3b2fhwoXMnz+/y60V6bwIn1uNRM2mXOmJmk250hI1F8TNplyJWLhw/Ht35sybB3PmQL181fNOZbldsGLFCq699lrWrl3L85//fN7whjcwMDDAe97zHq655hpOP/30rrRLN4xvo0KhwMDAQNfGYOuUqLkgbjblSkvUXBA3m3KlJWouiJvNzJg7d26IAuc73/kO/f39nHTSSQA89NBDLFq0iGXLlvHGN76RLVu2sH37dvr7+9m1a1eXWyvSeVE/tyBuNuVKT9RsypWWqLkgbjblSk8v1k3r16/n61//Oueddx7nnXde03m/9rWvjd0I/o477uC5z30ut9xyy4R5Nm7cyLnnnsuLXvQitlRddTNb4r1ruqhcLrNmzRrK5XK3m9JWUXNB3GzKlZaouSBuNuVKS9RcEDebuzM8PNy1cW3r2bFjB6tXr2b9+vVs2LCBDRs2sCm/oWLl5+rHmjVrGB4e5gMf+ADnnnvu2HLmz5/P61//eo444giuuOIKnvjEJ3LhhRfyoQ99iE9+8pPdiicya6J+bkHcbMqVnqjZlCstUXNB3GzKlZ5eq5tWr17N8uXL+djHPsahhx7K6173urG2zZs3j3Xr1rFhwwYA7rzzTs466yxuv/12fvSjH3HiiSfypje9abehjJcsWcJNN93E2rVrOeGEE1i9evWsZtKwXW3k7mzdurVn3rDtEjUXxM2mXGmJmgviZlOutETNBbGzjY6OMnfu3G43Y8zPf/5zTj75ZPbaa68JvdZKpRJHH330hHnL5TLbt2/nBz/4AbfffjuvetWrxqZdeeWVE+b9/ve/zzvf+U4+8IEPcOqpp3Y2hEgPiPy5FTWbcqUnajblSkvUXBA3m3KlqZfqpmXLlnHfffexZMkSAL7xjW+wY8cOAI466ihOOeUU/vAP/5ByuUxfXx/nnXcej3nMYzjuuOO45JJLOPfcc1m/fj033HADN954Iy95yUuA7H4nP/zhD/mzP/szbrnlFpYtWzZrmXTyRERERERkEieeeCLDw8NTft1tt93G3nvv3XD6rbfeymmnncbJJ588k+aJiIiIiIh0XeXECcAZZ5zBGWecAUBfXx/f/OY3677m5ptvpr+/H4CFCxdy2WWXcfzxx3P22WePzbNgwQKuvvrqDra8Pp08ERERERHpkOrioZ4LLrhglloiIiIiIiLSeyonTgCKxSI33HBDF1szke550kaFQoGlS5eGuwFR1FwQN5typSVqLoibTbnSEjUXxM7WK5eei0h7Rf7cippNudITNZtypSVqLoibTbnSpLqps3TlSRuZGYsXL+52M9ouai6Im0250hI1F8TNplxpiZoL4mYzM+bM0WGqSERRP7cgbjblSk/UbMqVlqi5IG425UqP6qbOi3nKrUvK5TL33nsv5XK5201pq6i5IG425UpL1FwQN5typSVqLkg7W7M2uzs7d+4Me1PH6UjxdyxST8qfW5OJmk250hM1m3KlJWouiJtNuXrPZPWQ6qaJOrEddGqqjdyd4eHhcG/YqLkgbjblSkvUXBA3m3KlJWouSDNbf38/hUKB+++/n/3335/+/n7MbMI8lSKgXC7vNm1PU/kdP/DAAxQKhQnjAYukKMXPrVZFzaZc6YmaTbnSEjUXxM2mXL2jMhTXtm3bmD9/ftN5Uzwp1Cnbtm0D2juUmU6eiIiIiMisKRQKLF++nPXr13P//ffXncfdGRkZYc6cOXv8yZOKBQsWcOihh4Ydq1lERERERDJ9fX0sXryYjRs3AlktUK8uqnQ6A/bousnd2bZtGxs3bmTx4sX09fW1bdk6eSIiIiIis6q/v59DDz2UkZERRkdHd5s+OjrK6tWrWbZsWVsPfFPV19enE0kiIiIiInuQpUuXAoydQKlHnc4mWrx48dh2axdL6ZKlyZhZERgcHBykWCzO+vrdna1bt7Jw4cJQb9iouSBuNuVKS9RcEDebcqUlai6Imy1qrk4YGhqiVCoBlNx9qNvtkd6nmqlzomZTrvREzaZcaYmaC+JmU67eNDo6yq5du+pOq1xx0ejKlD3J3Llzm3a8m27dpJMnIiIiIiKJ0skTmSrVTCIiIiKyp5lu3aRBk9todHSUO++8s+7wEymLmgviZlOutETNBXGzKVdaouaCuNmi5hKR2Pt31GzKlZ6o2ZQrLVFzQdxsypWeyNl6hU6etFm5XO52Ezoiai6Im0250hI1F8TNplxpiZoL4maLmktEYu/fUbMpV3qiZlOutETNBXGzKVd6ImfrBTp5IiIiIiIiIiIiIiIiUkUnT0RERERERERERERERKrohvFt5O4MDw/T39+Pmc36+jslai6Im0250hI1F8TNplxpiZoL4maLmqsTdMN4mSrVTJ0TNZtypSdqNuVKS9RcEDebcqUncrZ20w3je8ScOXO63YSOiJoL4mZTrrREzQVxsylXWqLmgrjZouYSkdj7d9RsypWeqNmUKy1Rc0HcbMqVnsjZeoFOnrRRuVzmrrvuCnejnqi5IG425UpL1FwQN5typSVqLoibLWouEYm9f0fNplzpiZpNudISNRfEzaZc6YmcrVfo5ImIiIiIiIiIiIiIiEgVnTwRERERERERERERERGpopMnIiIiIiIiIiIiIiIiVczdu92GtjGzIjA4ODhIsVic9fW7O+VymUKhgJnN+vo7JWouiJtNudISNRfEzaZcaYmaC+Jmi5qrE4aGhiiVSgAldx/qdnuk96lm6pyo2ZQrPVGzKVdaouaCuNmUKz2Rs7XbdOsmXXnSZiMjI91uQkdEzQVxsylXWqLmgrjZlCstUXNB3GxRc4lI7P07ajblSk/UbMqVlqi5IG425UpP5Gy9QCdP2qhcLrNy5UrK5XK3m9JWUXNB3GzKlZaouSBuNuVKS9RcEDdb1FwiEnv/jppNudITNZtypSVqLoibTbnSEzlbr9DJExERERERERERERERkSo6eSIiIiIiIiIiIiIiIlJFJ0/arFCIuUmj5oK42ZQrLVFzQdxsypWWqLkgbraouUQk9v4dNZtypSdqNuVKS9RcEDebcqUncrZeYO7e7Ta0jZkVgcHBwUGKxWK3myMiIiIi0lFDQ0OUSiWAkrsPdbs90vtUM4mIiIjInma6dZNOTbWRu7NlyxYinZCCuLkgbjblSkvUXBA3m3KlJWouiJstai4Rib1/R82mXOmJmk250hI1F8TNplzpiZytV+jkSRuVy2XWrl1LuVzudlPaKmouiJtNudISNRfEzaZcaYmaC+Jmi5pLRGLv31GzKVd6omZTrrREzQVxsylXeiJn6xU6eSIiIiIiIiIiIiIiIlJFJ09ERERERERERERERESq6ORJG5kZ/f39mFm3m9JWUXNB3GzKlZaouSBuNuVKS9RcEDdb1FwiEnv/jppNudITNZtypSVqLoibTbnSEzlbr7BIN5QxsyIwODg4SLFY7HZzREREREQ6amhoiFKpBFBy96Fut0d6n2omEREREdnTTLdu0pUnbeTubN68mUgnpCBuLoibTbnSEjUXxM2mXGmJmgviZouaS0Ri799RsylXeqJmU660RM0FcbMpV3oiZ+sVOnnSRuVymQ0bNlAul7vdlLaKmgviZlOutETNBXGzKVdaouaCuNmi5hKR2Pt31GzKlZ6o2ZQrLVFzQdxsypWeyNl6hU6eiIiIiIiIiIiIiIiIVNHJExERERERERERERERkSo6edJGZsbChQsxs243pa2i5oK42ZQrLVFzQdxsypWWqLkgbraouUQk9v4dNZtypSdqNuVKS9RcEDebcqUncrZeYZFuKGNmRWBwcHCQYrHY7eaIiIiIiHTU0NAQpVIJoOTuQ91uj/Q+1UwiIiIisqeZbt2kK0/aqFwus2nTpnA36YmaC+JmU660RM0FcbMpV1qi5oK42aLmEpHY+3fUbMqVnqjZlCstUXNB3GzKlZ7I2XqFTp60kbuzadMmIl3NA3FzQdxsypWWqLkgbjblSkvUXBA3W9RcIhJ7/46aTbnSEzWbcqUlai6Im0250hM5W6/QyRMREREREREREREREZEqOnkiIiIiIiIiIiIiIiJSRSdP2sjMKJVKmFm3m9JWUXNB3GzKlZaouSBuNuVKS9RcEDdb1FwiEnv/jppNudITNZtypSVqLoibTbnSEzlbr7BIY6KZWREYHBwcpFgsdrs5IiIiIiIdNTQ0RKlUAii5+1C32yO9TzWTiIiIiOxppls36cqTNiqXy6xfv55yudztprRV1FwQN5typSVqLoibTbnSEjUXxM0WNZeIxN6/o2ZTrvREzaZcaYmaC+JmU670RM7WK3TypI3cncHBQSJdzQNxc0HcbMqVlqi5IG425UpL1FwQN1vUXCISe/+Omk250hM1m3KlJWouiJtNudITOVuv0MkTERERERERERERERGRKjp5IiIiIiIiIiIiIiIiUkUnT9rIzBgYGMDMut2UtoqaC+JmU660RM0FcbMpV1qi5oK42aLmEpHY+3fUbMqVnqjZlCstUXNB3GzKlZ7I2XqFRRoTzcyKwODg4CDFYrHbzRERERER6aihoSFKpRJAyd2Hut0e6X2qmURERERkTzPduklXnrRRuVxmzZo1lMvlbjelraLmgrjZlCstUXNB3GzKlZaouSButqi5RCT2/h01m3KlJ2o25UpL1FwQN5typSdytl6hkydt5O5s3bqVSFfzQNxcEDebcqUlai6Im0250hI1F8TNFjWXiMTev6NmU670RM2mXGmJmgviZlOu9ETO1it08kRERERERERERERERKSKTp6IiIiIiIiIiIiIiIhU0cmTNioUCixdupRCIdZmjZoL4mZTrrREzQVxsylXWqLmgrjZouYSkdj7d9RsypWeqNmUKy1Rc0HcbMqVnsjZeoV1c0w0M9sPeCRwp7tvasPyisDg4OAgxWJxxu0TEREREellQ0NDlEolgJK7D3W7PdJ+qplERERERGZmunVT105LmdmLgbuBfwDuy3/GzI41s5vM7CEz+7CZWbfaOFXlcpl7772Xcrnc7aa0VdRcEDebcqUlai6Im0250hI1F8TNFjWXyFSpZkpL1GzKlZ6o2ZQrLVFzQdxsypWeyNl6RVdOnpjZYuDjwFPd/Y+A1wKXmtk84FvAz4HHAY8CzulGG6fD3RkeHqabV/N0QtRcEDebcqUlai6Im0250hI1F8TNFjWXyFSoZkpP1GzKlZ6o2ZQrLVFzQdxsypWeyNl6RbeuPFkEvMndf53/fAuwD/BsoARc4O73AO8EXtWdJoqIiIiIiHSNaiYRERERkS6a042Vuvsa4AsAZjYXeCvwdeAxwP+6+7Z81l+R9aSqK+91Na/qqUUAo6OjjI6OVuahUChQLpcnnIVr9HyhUMDMGj5fWW7185BdJjU6Ojr2tfr5an19fbj7hOcrbWn0fKtt70SmyvasvLa2jalmqqhkqp0/5UzVbax+TeqZgAn7WJRMtZ8dUTJVVF5bu5+lnKkiWqbq917t39DUM1XvY1EyVf+NrqwnSqbqeRrtZylm6tR7r7atEodqpvSOhyqfydHqi4iZItdMkeuLSi5ofNyTWqZKrkqmSPVFxEzR64tKrnK53PSzI6VMELdmMrOxTKqZJn9+unVTV06eVJjZY4DrgGHgaOAiYGVluru7mY2a2T7u/lCdRbwDeHftk/fccw977703AKVSiQMPPJDf/e53DA4Ojs0zMDDAwMAA69atY+vWrWPPL126lMWLF7Nq1SqGh4fHnj/44IPZe++9ueeeeyb88pYvX86cOXO46667cHdGRka45557OOqooxgZGWHlyrE4FAoFjjrqKLZu3cratWvHnu/v72fFihUMDg6yYcOGsecXLlzIIYccwoMPPsimTeP3hpzNTPnvgZGREQCGh4dDZKo44ogjOOCAA7jnnnvGPnRSz3TkkUcyMjIy9l6sfGBEyHTvvfeO5err6wuRaeXKlWP72KpVq8JkqigUChx88MFs376ddevWhcl05JFHst9++0347Eg901FHHcX27dsnfHZEyLR161bWrFkzlmvevHkhMlU+IyoHgoVCIUwmyPangw8+mIcffpjf/e53YTJ14r23ZcsWJDbVTJkU/ia5O494xCPGjusiZALVTKllilxfVP6ZVigUwmQC1UwpZYpeX1Q+O9asWRMmE8SumZYvX06pVJqwn6WeqVPvvenWTVZ9Vma2WfZbfSzwEWAIuBOY6+4XVM2zBniSu6+r8/p6vajWPvjggxSLxco8e/RZNWVSJmVSJmVSJmVSJmWKm2loaIh9990XoOTuQ0g4qpkmtkWfC8qkTMqkTMqkTMqkTMo01eenWzd19eTJWCPMDgFWk/WKOtbdX1E1bTNwpLs/0MJyisDg4ODgWCEwm0ZHR7nnnns4/PDD6evrm/X1d0rUXBA3m3KlJWouiJtNudISNRfEzRY1VycMDQ1RKpVAJ0/CU83U+6JmU670RM2mXGmJmgviZlOu9ETO1m7TrZu6csN4MzvFzD5c9dRI/vV24ElV8x1G1kvqwVlr3AzVnkWLImouiJtNudISNRfEzaZcaYmaC+Jmi5pLpFWqmdIUNZtypSdqNuVKS9RcEDebcqUncrZe0JWTJ2QH/K81s9fkPag+CFwLfBsomdkr8/kuBH7g7roTpoiIiIiI7ElUM4mIiIiIdFFXTp64+/3AmcCbgNuABcAr3H0EeA1wlZn9DngRWTEgIiIiIiKyx1DNJCIiIiLSXT1xz5NaZvYI4HHA/7Qybm/V67o6fq+7Mzw8TH9/P9l9HWOImgviZlOutETNBXGzKVdaouaCuNmi5uoE3fNkz6WaqfdEzaZc6YmaTbnSEjUXxM2mXOmJnK3dpls3zelck6bP3dcB67rdjumYM6cnN+mMRc0FcbMpV1qi5oK42ZQrLVFzQdxsUXOJtItqpt4UNZtypSdqNuVKS9RcEDebcqUncrZe0K17noRULpe56667wt2oJ2ouiJtNudISNRfEzaZcaYmaC+Jmi5pLRGLv31GzKVd6omZTrrREzQVxsylXeiJn6xU6eSIiIiIiIiIiIiIiIlJFJ09ERERERERERERERESq6OSJiIiIiIiIiIiIiIhIFXP3brehbcysCAwODg5SLJ0jGYgAACAASURBVBZnff3uTrlcplAoYGazvv5OiZoL4mZTrrREzQVxsylXWqLmgrjZoubqhKGhIUqlEkDJ3Ye63R7pfaqZOidqNuVKT9RsypWWqLkgbjblSk/kbO023bpJV5602cjISLeb0BFRc0HcbMqVlqi5IG425UpL1FwQN1vUXCISe/+Omk250hM1m3KlJWouiJtNudITOVsv0MmTNiqXy6xcuZJyudztprRV1FwQN5typSVqLoibTbnSEjUXxM0WNZeIxN6/o2ZTrvREzaZcaYmaC+JmU670RM7WK3TyREREREREREREREREpIpOnoiIiIiIiIiIiIiIiFTRyZM2KxRibtKouSBuNuVKS9RcEDebcqUlai6Imy1qLhGJvX9HzaZc6YmaTbnSEjUXxM2mXOmJnK0XmLt3uw1tY2ZFYHBwcJBisdjt5oiIiIiIdNTQ0BClUgmg5O5D3W6P9D7VTCIiIiKyp5lu3aRTU23k7mzZsoVIJ6Qgbi6Im0250hI1F8TNplxpiZoL4maLmktEYu/fUbMpV3qiZlOutETNBXGzKVd6ImfrFTp50kblcpm1a9dSLpe73ZS2ipoL4mZTrrREzQVxsylXWqLmgrjZouYSkdj7d9RsypWeqNmUKy1Rc0HcbMqVnsjZeoVOnoiIiIiIiIiIiIiIiFTRyRMREREREREREREREZEqOnnSRmZGf38/ZtbtprRV1FwQN5typSVqLoibTbnSEjUXxM0WNZeIxN6/o2ZTrvREzaZcaYmaC+JmU670RM7WKyzSDWXMrAgMDg4OUiwWu90cEREREZGOGhoaolQqAZTcfajb7ZHep5pJRERERPY0062bdOVJG7k7mzdvJtIJKYibC+JmU660RM0FcbMpV1qi5oK42aLmEpHY+3fUbMqVnqjZlCstUXNB3GzKlZ7I2XqFTp60UblcZsOGDZTL5W43pa2i5oK42ZQrLVFzQdxsypWWqLkgbraouUQk9v4dNZtypSdqNuVKS9RcEDebcqUncrZeoZMnIiIiIiIiIiIiIiIiVXTyREREREREREREREREpIpOnrSRmbFw4ULMrNtNaauouSBuNuVKS9RcEDebcqUlai6Imy1qLhGJvX9HzaZc6YmaTbnSEjUXxM2mXOmJnK1XWKQbyphZERgcHBykWCx2uzkiIiIiIh01NDREqVQCKLn7ULfbI71PNZOIiIiI7GmmWzfpypM2KpfLbNq0KdxNeqLmgrjZlCstUXNB3GzKlZaouSButqi5RCT2/h01m3KlJ2o25UpL1FwQN5typSdytl6hkydt5O5s2rSJSFfzQNxcEDebcqUlai6Im0250hI1F8TNFjWXiMTev6NmU670RM2mXGmJmgviZlOu9ETO1it08kRERERERERERERERKSKTp6IiIiIiIiIiIiIiIhU0cmTNjIzSqUSZtbtprRV1FwQN5typSVqLoibTbnSEjUXxM0WNZeIxN6/o2ZTrvREzaZcaYmaC+JmU670RM7WKyzSmGhmVgQGBwcHKRaL3W6OiIiIiEhHDQ0NUSqVAEruPtTt9kjvU80kIiIiInua6dZNuvKkjcrlMuvXr6dcLne7KW0VNRfEzaZcaYmaC+JmU660RM0FcbNFzSUisffvqNmUKz1RsylXWqLmgrjZlCs9kbP1Cp08aSN3Z3BwkEhX80DcXBA3m3KlJWouiJtNudISNRfEzRY1l4jE3r+jZlOu9ETNplxpiZoL4mZTrvREztYrdPJERERERERERERERESkik6eiIiIiIiIiIiIiIiIVNHJkzYyMwYGBjCzbjelraLmgrjZlCstUXNB3GzKlZaouSButqi5RCT2/h01m3KlJ2o25UpL1FwQN5typSdytl5hkcZEM7MiMDg4OEixWOx2c0REREREOmpoaIhSqQRQcvehbrdHep9qJhERERHZ00y3btKVJ21ULpdZs2YN5XK5201pq6i5IG425UpL1FwQN5typSVqLoibLWouEYm9f0fNplzpiZpNudISNRfEzaZc6YmcrVfo5EkbuTtbt24l0tU8EDcXxM2mXGmJmgviZlOutETNBXGzRc0lIrH376jZlCs9UbMpV1qi5oK42ZQrPZGz9QqdPBEREREREREREREREamikyciIiIiIiIiIiIiIiJVdPKkjQqFAkuXLqVQiLVZo+aCuNmUKy1Rc0HcbMqVlqi5IG62qLlEJPb+HTWbcqUnajblSkvUXBA3m3KlJ3K2XmGRxkQzsyIwODg4SLFY7HZzREREREQ6amhoiFKpBFBy96Fut0d6n2omEREREdnTTLdu0mmpNiqXy9x7772Uy+VuN6WtouaCuNmUKy1Rc0HcbMqVlqi5IG62qLlEJPb+HTWbcqUnajblSkvUXBA3m3KlJ3K2XqGTJ23k7gwPDxPpah6ImwviZlOutETNBXGzKVdaouaCuNmi5hKR2Pt31GzKlZ6o2ZQrLVFzQdxsypWeyNl6hU6eiIiIiIiIiIiIiIiIVNHJExERERERERERERERkSq6YXwbuTtbt25l4cKFmNmsr79TouaCuNmUKy1Rc0HcbMqVlqi5IG62qLk6QTeMl6lSzdQ5UbMpV3qiZlOutETNBXGzKVd6Imdrt+nWTTp5IiIiIiKSKJ08kalSzSQiIiIie5rp1k0atquNRkdHufPOOxkdHe12U9oqai6Im0250hI1F8TNplxpiZoL4maLmktEYu/fUbMpV3qiZlOutETNBXGzKVd6ImfrFTp50mblcrnbTeiIqLkgbjblSkvUXBA3m3KlJWouiJstai4Rib1/R82mXOmJmk25/j979x0f51Xnff9zRsWOy4wty92Oux2nkJDiOJ2QQAoQIJvQbtrSHljYhV14gOXefbYBN3CzoS2QUALLJpRAgCSQAqQ3J46dOHGamxxZtmVbljVjybbKXOf5Y0rGjmRLoxnNnJ+/79fLL/BIGp2PRtc4Z85c1wmL1S6w26au8FhuqwZaPBERERERERERERERESmgxRMREREREREREREREZEC2jC+hLz39PT0UF9fj3NuxL9/uVjtArtt6gqL1S6w26ausFjtArttVrvKQRvGy1BpzlQ+VtvUFR6rbeoKi9UusNumrvBYbis1bRhfJWprays9hLKw2gV229QVFqtdYLdNXWGx2gV226x2iYjt49tqm7rCY7VNXWGx2gV229QVHstt1UCLJyUURRHr1683t1GP1S6w26ausFjtArtt6gqL1S6w22a1S0RsH99W29QVHqtt6gqL1S6w26au8FhuqxZaPBERERERERERERERESmgxRMREREREREREREREZECWjwREREREREREREREREp4Lz3lR5DyTjn4kAymUwSj8dH/Pt774miiFgshnNuxL9/uVjtArtt6gqL1S6w26ausFjtArttVrvKIZVKkUgkABLe+1SlxyPVT3Om8rHapq7wWG1TV1isdoHdNnWFx3JbqRU7b9KZJyXW19dX6SGUhdUusNumrrBY7QK7beoKi9UusNtmtUtEbB/fVtvUFR6rbeoKi9UusNumrvBYbqsGWjwpoSiKaGpqIoqiSg+lpKx2gd02dYXFahfYbVNXWKx2gd02q10iYvv4ttqmrvBYbVNXWKx2gd02dYXHclu10OKJiIiIiIiIiIiIiIhIAS2eiIiIiIiIiIiIiIiIFNDiSYnFYjZ/pFa7wG6busJitQvstqkrLFa7wG6b1S4RsX18W21TV3istqkrLFa7wG6busJjua0aOO99pcdQMs65OJBMJpPE4/FKD0dEREREpKxSqRSJRAIg4b1PVXo8Uv00ZxIRERGRo02x8yYtTZWQ957Ozk4sLUiB3S6w26ausFjtArtt6gqL1S6w22a1S0RsH99W29QVHqtt6gqL1S6w26au8FhuqxZaPCmhKIpoaWkhiqJKD6WkrHaB3TZ1hcVqF9htU1dYrHaB3TarXSJi+/i22qau8FhtU1dYrHaB3TZ1hcdyW7XQ4omIiIiIiIiIiIiIiEgBLZ6IiIiIiIiIiIiIiIgU0OJJCTnnqK+vxzlX6aGUlNUusNumrrBY7QK7beoKi9UusNtmtUtEbB/fVtvUFR6rbeoKi9UusNumrvBYbqsWztKGMs65OJBMJpPE4/FKD0dEREREpKxSqRSJRAIg4b1PVXo8Uv00ZxIRERGRo02x8yadeVJC3ns6OjqwtCAFdrvAbpu6wmK1C+y2qSssVrvAbpvVLhGxfXxbbVNXeKy2qSssVrvAbpu6wmO5rVpo8aSEoiiitbWVKIoqPZSSstoFdtvUFRarXWC3TV1hsdoFdtusdomI7ePbapu6wmO1TV1hsdoFdtvUFR7LbdVCiyciIiIiIiIiIiIiIiIFtHgiIiIiIiIiIiIiIiJSoGKLJ865NzvnNjnn+pxzjznnlmZv/45zzhf82VCpMQ6Vc46xY8finKv0UErKahfYbVNXWKx2gd02dYXFahfYbbPaJTJUmjOFxWqbusJjtU1dYbHaBXbb1BUey23VwlViQxnn3AJgJfBR4H7gO8BM7/05zrlHgC8Cj2Q/Pe293zvI+40DyWQySTweL8PIRURERESqRyqVIpFIACS896lKj0dKR3MmEREREZHSKHbeVKkzT5YCX/De3+S93wF8HzjdOVcLnAg84L3vyP4Z1CSgGkRRRFtbm7lNeqx2gd02dYXFahfYbVNXWKx2gd02q10iQ6Q5U2CstqkrPFbb1BUWq11gt01d4bHcVi0qsnjivf+D9/7agpuWABuAkwAHPOWc2++cu9M5d2wlxlgM7z1tbW1U4myecrLaBXbb1BUWq11gt01dYbHaBXbbrHaJDIXmTOGx2qau8FhtU1dYrHaB3TZ1hcdyW7WorfQAnHP1wGeAbwDHA88Cfwu0Ad8GrgMuG+BrRwGjCm4aD5BOp0mn07nPIRaLEUXRQb9IA90ei8Vwzg14e+5+C2+HzEpfOp3O/2/h7YVqamrw3h90e24sA90+2LGXoyn388x97aFjDLUpJ9d06OeH3FQ4xsKvCb0JOOgYs9J06HOHlaac3NceepyF3JRjranwd+/Qf0NDbyo8xqw0Ff4bnfs+VpoKP2eg4yzEpnL97h06VrFJc6Yw/k3KPSdbm19YbLI8Z7I8v8h1wcD/3RNaU64r12RpfmGxyfr8ItcVRdFhnztCagK7cybnXL5Jc6Yj317svKniiydkrtXbCfzAe98L3Jj7gHPuE8Am51zc938tsn8E/uXQGzdu3Mi4ceMASCQSTJ8+nR07dpBMJvOf09jYSGNjI1u3bqWrqyt/+7Rp05gwYQKbN2+mp6cnf/usWbMYN24cGzduPOjBmzdvHrW1taxfv54oimhvb2fDhg0sWbKEvr4+mpqa8p8bi8VYvHgxXV1dtLS05G+vr69n/vz5JJNJWltb87ePHTuW2bNn097eTltbW/72kWwC8l25J1ILTTnz588nnU6zYcOG/MEcetOiRYvo6enJ/y7GYjETTX19fWzcuDHfVVtba6Kpqakpf4w1NTWxZMkSE005uX/M9+3bx7Zt20w0xWIxFixYQG9v70HPHaE3LV68mH379h303GGhqauri+bm5nzX6NGjTTTlniOiKMqPy0oTQF1dHZC5Lu3OnTtNNJXreOrs7ESOCpozBfBvUu7jPT09NDc3m2gCzZlCarI+v4iiiD179gCYaQLNmUJqsj6/yD13NDc3s2DBAhNNYHfOVF9fz5w5c+ju7j7oOAu9qVzHU7HzpopsGJ//5s69DrgZWO69f66fjyeADuA47/2L/Xy8v3dRtbS3t+c3PxzJVbUoiti5cydTpkyhtrY2f3uhEN/1keuaNm1a/v5Dbyq0Y8cOJk+enP+c0Jty993a2sqUKVPynxd6E0BfX1/+GIvFYiaaDn3uqKurM9GUE0WZ629OmTLloM8NuSn3fVtbWw967gi9qaamhnQ6fdBzh4Um7/1Bzx01NTUmmg79N3r69On57xt6E2TePbVr164BnztCbCrX8ZRKpWhoaABtGG+W5kwHj6Wan7+jKGLXrl1MnTqVQ4XalKM5UxhNudutzi8G8989oTXl/r/mTGE0WZ9f5I6xqVOnUltba6Ip93GLcybnMguvAx1noTaV63gqdt5UscUT59x8YAXw9977G7O3XQOs8N7flP37xcBdwHjv/b5B3GccSCaTyfxEQERERETEqlQqRSKRAC2emKQ5k4iIiIjI8BU7b6rIhvHOuWOAPwC/B25xzo1zzo0D1gBfcs6d75x7LfAd4KeDmQRUgyiK2L59e7/v1AmZ1S6w26ausFjtArtt6gqL1S6w22a1S2QoNGcKj9U2dYXHapu6wmK1C+y2qSs8ltuqRUUWT4BLgKXAh4G9BX/uB34D3AL8FPgT8HeVGeLQee9JJpNU6myecrHaBXbb1BUWq11gt01dYbHaBXbbrHaJDJHmTIGx2qau8FhtU1dYrHaB3TZ1hcdyW7WoyIbx3vvfA26AD/9j9o+IiIiIiMhRSXMmEREREZHKqtSZJyIiIiIiIiIiIiIiIlVJiycl5JyjsbER5wZ6g1iYrHaB3TZ1hcVqF9htU1dYrHaB3TarXSJi+/i22qau8FhtU1dYrHaB3TZ1hcdyW7Vwlq6J5pyLA8lkMkk8Hq/0cEREREREyiqVSpFIJAAS3vtUpccj1U9zJhERERE52hQ7b9KZJyUURRFbtmwhiqJKD6WkrHaB3TZ1hcVqF9htU1dYrHaB3TarXSJi+/i22qau8FhtU1dYrHaB3TZ1hcdyW7XQ4kkJee/p6urC0tk8YLcL7LapKyxWu8Bum7rCYrUL7LZZ7RIR28e31TZ1hcdqm7rCYrUL7LapKzyW26qFFk9EREREREREREREREQKaPFERERERERERERERESkgBZPSigWizFt2jRiMVs/VqtdYLdNXWGx2gV229QVFqtdYLfNapeI2D6+rbapKzxW29QVFqtdYLdNXeGx3FYtnKVrojnn4kAymUwSj8crPRwRERERkbJKpVIkEgmAhPc+VenxSPXTnElEREREjjbFzpu0LFVCURSxadMmoiiq9FBKymoX2G1TV1isdoHdNnWFxWoX2G2z2iUito9vq23qCo/VNnWFxWoX2G1TV3gst1ULLZ6UkPeenp4eLJ3NA3a7wG6busJitQvstqkrLFa7wG6b1S4RsX18W21TV3istqkrLFa7wG6busJjua1aaPFERERERERERERERESkgBZPRERERERERERERERECmjD+BLy3tPV1cXYsWNxzo349y8Xq11gt01dYbHaBXbb1BUWq11gt81qVzlow3gZKs2Zysdqm7rCY7VNXWGx2gV229QVHsttpVbsvEmLJyIiIiIigdLiiQyV5kwiIiIicrQpdt6ky3aVUDqdZt26daTT6UoPpaSsdoHdNnWFxWoX2G1TV1isdoHdNqtdImL7+Lbapq7wWG1TV1isdoHdNnWFx3JbtdDiSYlFUVTpIZSF1S6w26ausFjtArtt6gqL1S6w22a1S0RsH99W29QVHqtt6gqL1S6w26au8FhuqwZaPBERERERERERERERESmgxRMREREREREREREREZEC2jC+hLz39PT0UF9fj3NuxL9/uVjtArtt6gqL1S6w26ausFjtArttVrvKQRvGy1BpzlQ+VtvUFR6rbeoKi9UusNumrvBYbis1bRhfJWprays9hLKw2gV229QVFqtdYLdNXWGx2gV226x2iYjt49tqm7rCY7VNXWGx2gV229QVHstt1UCLJyUURRHr1683t1GP1S6w26ausFjtArtt6gqL1S6w22a1S0RsH99W29QVHqtt6gqL1S6w26au8FhuqxZaPBERERERERERERERESmgxRMREREREREREREREZECWjwREREREREREREREREp4Lz3lR5DyTjn4kAymUwSj8dH/Pt774miiFgshnNuxL9/uVjtArtt6gqL1S6w26ausFjtArttVrvKIZVKkUgkABLe+1SlxyPVT3Om8rHapq7wWG1TV1isdoHdNnWFx3JbqRU7b9KZJyXW19dX6SGUhdUusNumrrBY7QK7beoKi9UusNtmtUtEbB/fVtvUFR6rbeoKi9UusNumrvBYbqsGWjwpoSiKaGpqIoqiSg+lpKx2gd02dYXFahfYbVNXWKx2gd02q10iYvv4ttqmrvBYbVNXWKx2gd02dYXHclu10OKJiIiIiIiIiIiIiIhIAS2eiIiIiIiIiIiIiIiIFNDiSYnFYjZ/pFa7wG6busJitQvstqkrLFa7wG6b1S4RsX18W21TV3istqkrLFa7wG6busJjua0aOO99pcdQMs65OJBMJpPE4/FKD0dEREREpKxSqRSJRAIg4b1PVXo8Uv00ZxIRERGRo02x8yYtTZWQ957Ozk4sLUiB3S6w26ausFjtArtt6gqL1S6w22a1S0RsH99W29QVHqtt6gqL1S6w26au8FhuqxZaPCmhKIpoaWkhiqJKD6WkrHaB3TZ1hcVqF9htU1dYrHaB3TarXSJi+/i22qau8FhtU1dYrHaB3TZ1hcdyW7XQ4omIiIiIiIiIiIiIiEgBLZ6IiIiIiIiIiIiIiIgU0OJJCTnnqK+vxzlX6aGUlNUusNumrrBY7QK7beoKi9UusNtmtUtEbB/fVtvUFR6rbeoKi9UusNumrvBYbqsWztKGMs65OJBMJpPE4/FKD0dEREREpKxSqRSJRAIg4b1PVXo8Uv00ZxIRERGRo02x8yadeVJC3ns6OjqwtCAFdrvAbpu6wmK1C+y2qSssVrvAbpvVLhGxfXxbbVNXeKy2qSssVrvAbpu6wmO5rVpo8aSEoiiitbWVKIoqPZSSstoFdtvUFRarXWC3TV1hsdoFdtusdomI7ePbapu6wmO1TV1hsdoFdtvUFR7LbdVCiyciIiIiIiIiIiIiIiIFtHgiIiIiIiIiIiIiIiJSQIsnJeScY+zYsTjnKj2UkrLaBXbb1BUWq11gt01dYbHaBXbbrHaJiO3j22qbusJjtU1dYbHaBXbb1BUey23VwlnaUMY5FweSyWSSeDxe6eGIiIiIiJRVKpUikUgAJLz3qUqPR6qf5kwiIiIicrQpdt6kM09KKIoi2trazG3SY7UL7LapKyxWu8Bum7rCYrUL7LZZ7RIR28e31TZ1hcdqm7rCYrUL7LapKzyW26qFFk9KyHtPW1sbls7mAbtdYLdNXWGx2gV229QVFqtdYLfNapeI2D6+rbapKzxW29QVFqtdYLdNXeGx3FYttHgiIiIiIiIiIiIiIiJSQIsnIiIiIiIiIiIiIiIiBbR4UkLOORKJBM65Sg+lpKx2gd02dYXFahfYbVNXWKx2gd02q10iYvv4ttqmrvBYbVNXWKx2gd02dYXHclu1cJauieaciwPJZDJJPB6v9HBERERERMoqlUqRSCQAEt77VKXHI9VPcyYREREROdoUO2/SmSclFEUR27dvJ4qiSg+lpKx2gd02dYXFahfYbVNXWKx2gd02q10iYvv4ttqmrvBYbVNXWKx2gd02dYXHclu10OJJCXnvSSaTWDqbB+x2gd02dYXFahfYbVNXWKx2gd02q10iYvv4ttqmrvBYbVNXWKx2gd02dYXHclu10OKJiIiIiIiIiIiIiIhIAS2eiIiIiIiIiIiIiIiIFNDiSQk552hsbMQ5V+mhlJTVLrDbpq6wWO0Cu23qCovVLrDbZrVLRGwf31bb1BUeq23qCovVLrDbpq7wWG6rFs7SNdGcc3EgmUwmicfjlR6OiIiIiEhZpVIpEokEQMJ7n6r0eKT6ac4kIiIiIkebYudNOvOkhKIoYsuWLURRVOmhlJTVLrDbpq6wWO0Cu23qCovVLrDbZrVLRGwf31bb1BUeq23qCovVLrDbpq7wWG6rFlo8KSHvPV1dXVg6mwfsdoHdNnWFxWoX2G1TV1isdoHdNqtdImL7+Lbapq7wWG1TV1isdoHdNnWFx3JbtdDiiYiIiIiIiIiIiIiISAEtnoiIiIiIiIiIiIiIiBTQ4kkJxWIxpk2bRixm68dqtQvstqkrLFa7wG6busJitQvstlntEhHbx7fVNnWFx2qbusJitQvstqkrPJbbqoWzdE0051wcSCaTSeLxeKWHIyIiIiJSVqlUikQiAZDw3qcqPR6pfpoziYiIiMjRpth5k5alSiiKIjZt2kQURZUeSklZ7QK7beoKi9UusNumrrBY7QK7bVa7RMT28W21TV3hsdqmrrBY7QK7beoKj+W2aqHFkxLy3tPT04Ols3nAbhfYbVNXWKx2gd02dYXFahfYbbPaJSK2j2+rbeoKj9U2dYXFahfYbVNXeCy3VQstnoiIiIiIiIiIiIiIiBTQ4omIiIiIiIiIiIiIiEgBbRhfQt57urq6GDt2LM65Ef/+5WK1C+y2qSssVrvAbpu6wmK1C+y2We0qB20YL0OlOVP5WG1TV3istqkrLFa7wG6busJjua3Uip03afFERERERCRQWjyRodKcSURERESONsXOm3TZrhJKp9OsW7eOdDpd6aGUlNUusNumrrBY7QK7beoKi9UusNtmtUtEbB/fVtvUFR6rbeoKi9UusNumrvBYbqsWWjwpsSiKKj2EsrDaBXbb1BUWq11gt01dYbHaBXbbrHaJiO3j22qbusJjtU1dYbHaBXbb1BUey23VQIsnIiIiIiIiIiIiIiIiBbR4IiIiIiIiIiIiIiIiUkAbxpeQ956enh7q6+txzo349y8Xq11gt01dYbHaBXbb1BUWq11gt81qVzlow3gZKs2Zysdqm7rCY7VNXWGx2gV229QVHsttpaYN46tEbW1tpYdQFla7wG6busJitQvstqkrLFa7wG6b1S4RsX18W21TV3istqkrLFa7wG6busJjua0aaPGkhKIoYv369eY26rHaBXbb1BUWq11gt01dYbHaBXbbrHaJiO3jJNzo4wAAIABJREFU22qbusJjtU1dYbHaBXbb1BUey23VQosnIiIiIiIiIiIiIiIiBSq2eOKce7NzbpNzrs8595hzbmn29hOdcyudc3ucc//X6YJtIiIiIiJyFNKcSURERESkciqyeOKcWwD8BPg8MBN4CfiRc24UcBuwCjgdOB54fyXGKCIiIiIiUimaM4mIiIiIVJbz3o/8N3XujcAs7/212b9fCNwJvB24Pvuxfc65k4Hveu/PHeT9xoFkMpkkHo+XafQD894TRRGxWAxLb/6y2gV229QVFqtdYLdNXWGx2gV226x2lUMqlSKRSAAkvPepSo9HSkdzpvBYbVNXeKy2qSssVrvAbpu6wmO5rdSKnTfVlm9IA/Pe/+GQm5YAG4CTgRXe+33Z258m806qfmXfdTWq4KbxAOl0mnQ6nfscYrEYURRRuFA00O25X7aBbs/db+HtQP7ze3t7qauro6amJn97oZqamvwv9qFjGej2wY69HE1AvmvUqFFmmgrvv7e3l9ra2oOeZEJuyo2xp6eHurq6fFfoTZA5tnPHmHPORNOhzx21tbUmmnK896TTaerq6sw05W4/9Lkj9Kbc8VT43GGlqfC5IxaLmWg69N/o0aNHm2nK6evrG/C5I8Smch1Ph45V7NCcKbz/HvLe09fXR319vZmm3P1rzhRGU+52q/OLwfx3T2hNuS7NmcJosj6/yB1j9fX1h30+DKkJ7M6ZcnP2gY6zUJvKdTwVO2+qyOJJIedcPfAZ4BvAfKAp9zHvvXfOpZ1zE733e/r58n8E/uXQGzdu3Mi4ceMASCQSTJ8+nR07dpBMJvOf09jYSGNjI1u3bqWrqyt/+7Rp05gwYQKbN2+mp6cnf/usWbMYN24cGzduPOjBmzdvHrW1taxfv54oimhvb6ehoYElS5bQ19dHU1M+h1gsxuLFi+nq6qKlpSV/e319PfPnzyeZTNLa2pq/fezYscyePZv29nba2tryt49kE5DvWrZsGd57E0058+fPZ8OGDfl/7Cw0LVq0iO7ublavXk1DQ0O+LfSmvr4+Nm7cmD/GamtrTTQ1NTXlj7HJkyezZMkSE005zjm898yYMYNt27aZaIrFYixYsIB169ZRW1ubf+4IvWnx4sV0dnby9NNP5587LDR1dXXR3Nycf+4YPXq0iabcc0QURSSTSZYtW8bevXtNNAHU1dXR29vLlClT2Llzp4mmch1PnZ2diH2aM4Xx72zu43PnzqW5udlEE2jOFFKT9flFFEXs2bOH5cuXs3//fhNNoDlTSE3W5xe5547p06ezYMECE01gd85UX1/PnDlzeOGFF6ivr88fZ6E3let4KnbeVJHLdh00AOe+BrweOAP4IlDnvf+Hgo9vAZZ777f287X9vYuqpb29PX8K+kiuqqXTaTZs2MDChQupq6vL314oxHey5LoWL15MTU2NiaYc7z3r169nwYIF+Xe+hd4Ui8VIp9OsW7eOhQsX5rtCbwLo7e3NH2M1NTUmmg597qivrzfRlJNOp9m0aRMLFy7Mvwsi9KacdevWHfTcEXpTTU0NfX19Bz13WGjKvcsod4zlJm+hNxX+G71x40YWL16cH0/oTbnP2bhx44DPHSE2let4SqVSNDQ0gC7bZZrmTGH8O5t7Tl60aNFBz10hN4HmTCE15W63Or/IdS1ZsmTA/+4JrSnXpTlTGE3W5xe5Y2zRokXU1dWZaAK7cybnMguvAx1noTaV63gqdt5U0TNPnHOvAz5K5j/0e51z7cCJh3zaeKDnFV8MeO+7ge6C+wPIv6haKPdAHWqotx96v4feHovF8i84DfT5zrkh3V6qsRfblPta59yQx17NTZB5As2N8dCPhdqUG2Pud7Hw4yE35W4/tMtCU+7+rDUVstZUzHNHtTfB0J87QmkqfO7IfS8LTYV/7+/2YsdYDU1Hul1NL98+0JjEDs2ZBnd7tTwvaM50+NurpSk3Rqtzptz9WZxfHOm/5UJsyrHWZHnOZHl+EYvFzDXl/t7f7cWOsRqa4PDHWahNh7t9OGMvdt7U/z2PAOfcfOBG4GPe++eyN68Elhd8zlwy75JqH+nxFWugByt0VrvAbpu6wmK1C+y2qSssVrvAbpvVLpGh0JwpPFbb1BUeq23qCovVLrDbpq7wWG6rBhW5bJdz7hhgFfAQ8A8FH+oGtgKf8d7/zDl3LTDTe/+mQd5vHEgmk8n8KegiIiIiIlalUikSiQTosl3maM4kIiIiIlIaxc6bKrU0dQmwFPgwsLfgz0zgI8C1zrkdwFXA5ys0xiHz3tPZ2UklFqTKyWoX2G1TV1isdoHdNnWFxWoX2G2z2iUyRJozBcZqm7rCY7VNXWGx2gV229QVHstt1aIiiyfe+997710/fzZ7738PLCIzIVjqvX+2EmMsRhRFtLS09LtJVsisdoHdNnWFxWoX2G1TV1isdoHdNqtdIkOhOVN4rLapKzxW29QVFqtdYLdNXeGx3FYtKrph/EC891vJnIouIiIiIiIih9CcSURERESkvLSjjIiIiIiIiIiIiIiISAEtnpSQc476+nqcc5UeSklZ7QK7beoKi9UusNumrrBY7QK7bVa7RMT28W21TV3hsdqmrrBY7QK7beoKj+W2auEsbSjjnIsDyWQySTwer/RwRERERETKKpVKkUgkABLe+1SlxyPVT3MmERERETnaFDtv0pknJeS9p6OjA0sLUmC3C+y2qSssVrvAbpu6wmK1C+y2We0SEdvHt9U2dYXHapu6wmK1C+y2qSs8ltuqhRZPSiiKIlpbW4miqNJDKSmrXWC3TV1hsdoFdtvUFRarXWC3zWqXiNg+vq22qSs8VtvUFRarXWC3TV3hsdxWLbR4IiIiIiIiIiIiIiIiUkCLJyIiIiIiIiIiIiIiIgW0eFJCzjnGjh2Lc67SQykpq11gt01dYbHaBXbb1BUWq11gt81ql4jYPr6ttqkrPFbb1BUWq11gt01d4bHcVi2cpQ1lnHNxIJlMJonH45UejoiIiIhIWaVSKRKJBEDCe5+q9Hik+mnOJCIiIiJHm2LnTTrzpISiKKKtrc3cJj1Wu8Bum7rCYrUL7LapKyxWu8Bum9UuEbF9fFttU1d4rLapKyxWu8Bum7rCY7mtWmjxpIS897S1tWHpbB6w2wV229QVFqtdYLdNXWGx2gV226x2iYjt49tqm7rCY7VNXWGx2gV229QVHstt1UKLJyIiIiIiIiIiIiIiIgW0eCIiIiIiIiIiIiIiIlJAiycl5JwjkUjgnKv0UErKahfYbVNXWKx2gd02dYXFahfYbbPaJSK2j2+rbeoKj9U2dYXFahfYbVNXeCy3VQtn6Zpozrk4kEwmk8Tj8UoPR0RERESkrFKpFIlEAiDhvU9VejxS/TRnEhEREZGjTbHzJp15UkJRFLF9+3aiKKr0UErKahfYbVNXWKx2gd02dYXFahfYbbPaJSK2j2+rbeoKj9U2dYXFahfYbVNXeCy3VQstnpSQ955kMomls3nAbhfYbVNXWKx2gd02dYXFahfYbbPaJSK2j2+rbeoKj9U2dYXFahfYbVNXeCy3VQstnoiIiIiIiIiIiIiIiBTQ4omIiIiIiIiIiIiIiEgBLZ6UkHOOxsZGnHOVHkpJWe0Cu23qCovVLrDbpq6wWO0Cu21Wu0TE9vFttU1d4bHapq6wWO0Cu23qCo/ltmrhLF0TzTkXB5LJZJJ4PF7p4YiIiIiIlFUqlSKRSAAkvPepSo9Hqp/mTCIiIiJytCl23qQzT0ooiiK2bNlCFEWVHkpJWe0Cu23qCovVLrDbpq6wWO0Cu21Wu0TE9vFttU1d4bHapq6wWO0Cu23qCo/ltmqhxZMS8t7T1dWFpbN5wG4X2G1TV1isdoHdNnWFxWoX2G2z2iUito9vq23qCo/VNnWFxWoX2G1TV3gst1ULLZ6IiIiIiIiIiIiIiIgUGPTiiXPuguz/1jjnXjvA58Scc6ucc2NKNUAREREREZFQaN4kIiIiImLDUM48ubnga76Zu9E5V1PwOZOBxd77fSUYW3BisRjTpk0jFrN1Qo/VLrDbpq6wWO0Cu23qCovVLrDbZrVLjhqaNx2G5ePbapu6wmO1TV1hsdoFdtvUFR7LbdViKD/Zfc65Y4HXAKOdcxc4504A/uicOzv7ObOANSUeYzCcc0yYMAHnXKWHUlJWu8Bum7pg7dYkG3buHYFRDZ/VxwvstlW665mWJP/rRytYuzVZ0vutdFe5WO0Cu21Wu+SooXnTYVg+vq22qSs8VtvUFRarXWC3TV3hsdxWLYayeJIGlgNfBGYA1wAfB2YD1zvnPpL9+IOlHmQooihi06ZNRFFU6aGUlNUusNt2tHdtbuvird97mKuvfZTuvvQIja54Vh8vGFyb9561W5P84vFmOrv7RnB0xav0Y/a1u17g4Q27+fLtz5f0fivdVS5Wu8Bum9UuOWpo3nQYlo9vq23qCo/VNnWFxWoX2G1TV3gst1WL2iF8rvfe3wTc5Jx7Engb8BmgG7gIuJPMO6iuKvkoA+G9p6enB+99pYdSUla7wG7b0d7144ea6E179uzr5anmDs6cP2mERlgcq48XHL5t465Obn1qG7et2camti4ANu/u4h8vWzrSwxyySj5mLXv28dCGNgAe2bibjbs6WTB5XEnu2+rvotUusNtmtUuOGpo3HYbl49tqm7rCY7VNXWGx2gV229QVHstt1eKIZ54455Y7554DGgtu9tk/mb94v4fMJGAK8EypBykiMlh7unr49aot+b8/uml3BUcjh9qe3M8PH9jEG7/zIBf95/186+71bGrrIneG6YpN7ZUdYABuXrWVwv8uunFFc+UGIyIieZo3iYiIiIjYMpjLdrUDPwQ6nHPTnXMXAuOAM7Mfd865fwcuBX4GvKUsIxWRQdnX08dNT7Swdsf+io1hd2c3v3uyhXQ08ivfNz72Egd6I2LZF+Mf3ajFk0pLHUjz88ebeft1j3L2V+7hS7c/z9qtKWpijguXTOYbbz+ZOz55HgDPbk1yoLf6L7VWKVHk84uDbzllBgC/WbWF/T36mYmIVAHNm0REREREDDniZbu89+uAdc65vwNOAf4VmA58ErgNGA/EyWyIeALwT8AN5RludYvFYsyaNYtYbChbyVQ/q11gq62zu4+fPbqZHz3YRHtXDwD3tni+8IalzJxwzIiO5bO/eZq7X9jJnq5ePnDuvJLd75Eer+6+NP/96EsAfOK1i/j23et5srmDA71pRtfVlGwcpWbp97BQcn8vn7v5af7y3A76ChbSls1t4IpTZnD5SdNpGFsPZE41nTx+FLv2dvPM1iRnzG2o1LAHpVKP2Yqm3bTs2c/4UbV8+cqTWNW8hy3t+7nt6W287fTZw75/q7+L5erasLOTPft6Kvr7qsdMpHpo3jQ4lo9vq23qCo/VNnWFxWoX2G1TV3gst1WLofxkvff+DuAcoMl7v9x7/yXAee8/5b3fD6wCTirHQEPgnGPcuHG43PVnjLDaBTbakvt7+fbd6zn3q/fwtTtfpL2rh2nx0cQc/PGZ7Vz0n/fx7bvXj9i7+bcn93PvizsBuHXNtpLe95Eer1uf2sauvd1Mi4/mExcuZFp8ND3piFUv7SnpOErNwu9hf75/30buXNtKX+Q5YUacL1x+HI98/rXc9NGzePfyOfmFE8j8DE49dgJA1T9eULnH7NdPtADwplNmMKa+lnctmwPAjSteKsn9W/1dLHXX1o79fPqmNbzuG/dz9bWP8nhT5S43p8dMpCpp3nQYlo9vq23qCo/VNnWFxWoX2G1TV3gst1WLYpalHPCngr//Xe7/+MzuNHucc1OGO7AQpdNp1q1bRzpt6/IpVrsg7LaOfT1c86cXOfcr93DNn9fRsa+X+ZPHcs3bTub+z5zPd684lmVzJ3KgN+KaP6/j4mvu5861rWXfROrmVS3kTjJ4aksHWztKd/mwwz1e3nt+/FATAO8/Zy71tTHOWpDZKP6RjW0lG0M5hPx7OJCevojfZC8v9fkLpnLrx8/mI+cvYMZhzoI6bc5EAFYHsHhSiccsdaCX25/ZDpA/y+Tq02dRV+NY05LkmZbksL+Hxd9FKF1Xcl8vX779eS78+n3cvLolv/fMr1ZuOfwXlpEes8GLIs8NK17iuW2pkt2nyBFo3tQPq89bYLdNXeGx2qausFjtArtt6gqP5bZqMZTFk7HOubXAauAi59yjzrnbgCucc//snHudc24U8Hbv/c6yjDYAURRVeghlYbULwmvb3dnNV+98gXO+cg/fvmcDe7v7WDRlHN9+56v5899fwJWnzqK2Jsa8iXX8/EPL+PY7X820+Gha9uznozes4r3XP86GnXvLMrYo8tyUfWf8qNrM08sd2Rd7S/c9+n+8HlzfxgutexlTX8M7lx0LkF88CWHfk9B+D4/kL8/voK2zhynjR3HenLGD+ppTj80unjR3lH2RrxRG+jG7bc02uvsiFk8dx8mzEgA0jhvFZSdOB+CGEp19MpiuvnTEO3+wgku/+QBd3X0l+b7lNpzH60Bvmuvu38h5X7uHHzywiZ6+iDPnNfDvbz4BgDvWbmdfT+V+DtaeP3JK3XXTE1v4p9+v5VO/erKk9yvSD82bjsDq8xbYbVNXeKy2qSssVrvAbpu6wmO5rRoccc+TAlcAuVezHDAaGEvmOr4LgS9m//erwNdKOEYRAXbt7eYHD2zkhhXN7M9eguu4aeP55EWLuOSEacRirzxFzznHFSfP4OKlU/jevRv5wQObeHB9G5d+80Hed/ZcPnnxIuKj60o2xsea2mlu38e4UbV8/MKFfPXOF7j9me186Lz5JfseA/nhg5uAzDvyE8dkms6an1k8WdOSpLO7j3GjhvKUJ8Pxi8ebAbjqtJnU9PO72Z8TZyaoq3G0dXazpX0/x04aM+xx3PviTh7b1M6nX7+YupqwrwGaW5h82+mzDzol993L53Drmm3csmYrX3jD0vzvfzn94vFmHt2UWZT81cotJd3bqJqkI8/vntzKNX96kW3JAwAsmTqez122hAuXZN4sfv1DTWzevY+7nm3lra+eVcnhymFEkedH2bMT1+3oZHtyP9MTI7sfmBxVNG8SERERETFg0K8keu8fO9LnOOdOBqYOa0Qi8gqd3X1c8V8PsT374t1JMxP87WsXcvHSqf0umhxqTH0tn7lkCVefPosv/vF5/vzcDn78UBO3PLWVz15yHFedNmtQ93MkNz2RuXTNm06ezpWnzuRrd73A6uYOtnXsP+zlmobrxda9PLi+jZiDDxa8iDu7YQyzG45hS/t+Vm5uz7/YKeXVvHsfD65vwzl422mzOLB766C+bnRdDSfMSPDUlg5WN+8Z9uKJ957P/eZpdu7tZuGUcVx1WrgvbK/bsZc1WzqojTne8uqZB33sjLkTWTx1HOt2dPLb1S389TnlXchI7uvlmj+vy//9xw818Z6z5gS/OFXIe899L+7iq3e+wAutmTP1pidG8w+vW8yVp846aEHwylNncc2f13Hzqq1aPKli96/bxYadnfm/P7xhd9DPCVLdNG8SEREREbFh2K90OOfOcM6d4px7Vfamnw/3PkMVi8WYN28esZidF5CgPF3J/b1c+b2Hed/1j5OOKnd5nlAesz8928r25AGmxkfxk/efwa2fOIfXD3C2CQzcNWfSWH743tP57w8sY/7ksbR19vDZm5/m3257dthjPHQ/hqnx0Zye3cPizrWtw75/GLjrR9mzTi49cRqzGw5+wT139smKKr50Vyi/h4P1y5WZs07OWzSZOY3jhtSW2/ekFJvGr9vRyc693UDmklelNNKP2a+zC5OvPW4KjeNGHfQx5xzvXp7dOP6x5mFd8mwwXd+5Zz179vWycMo4GsfVs7VjP398urSX5yu1oTxeW9r38c4fruCvf7qSF1r3Eh9dy+cvO457P/Marj599ivOpHprdjHr4Y1tbE+Wbo+nwbL2/JFT6q7c2Ynjs2cgPryhuvfCEps0b8qw+rwFdtvUFR6rbeoKi9UusNumrvBYbqsWg/rJOud+0M+fr2c//DDwfeA64NrB3qdVtbU2LwtUyq4o8nzql0+yurmD+9ftKtkL68UK4TG7NfvC7zvOOJYLj5ty0CV7BnK4rgsWT+bOT57P5y87DoAbHmvmpd1dwxvjUy/vx3DK7AkAXH5SZi+G20u478mhXTv3HuCWpzI/n/4uD/bypvHVu3gCYfweDkZvOspfXupdyzKbmg+l7eV9T4a/ePJQwYujD21oo72rZ9j3WWikHrPedMRvV2fO3sltFH+ot756JmPqa9iws5MVm9qH9f0O19XU1sV/P7oZgH9+4/G8/+y5AFz3wKaq36dmsI/X53/7NCs2tVNfG+Mj58/ngc9eyEcvWMDoupp+P392wxiWzWvAe/j9k6VdpBssK88fhypV17PbkjyycTc1Mce/XJHZp+ahDW1V/zsrYdK8aXCsPm+B3TZ1hcdqm7rCYrUL7LapKzyW26rBYP+D/YPA48DbgYeAR4D3Zj+W9N6flfsDdJR+mGGIooj169eb26in1F3funs99764K//3/7p3Q8VewAjhMdvd2c2D6zMvAl9xyoxBfc1guuprY3z0ggVcsHgy6cjz3Xs3DGucuXfGF+7HcOmJ0wB44qU9tGYvOTYc/XX97JGX6ElHnHrshPwL74XOmt8IZF48S+7rHfYYyiGE38PBuvv5HbR1dtM4bhQXLZ065LZT52QW3p7fnhr2RuQPrX/5eSYdee5YW7pFvJF8zO55YSe7u3qYPH4Ur1kyud/PGT+6jjefkjkD4obHit84/khdX779eXrTnguXTOaCxZN59/I5jKmv4fntqfzzVDUa7OO1u7ObR7MLrbd+4hy+cPlSJoypP+L9X3Vq5vJPN69uGfF/zyw9fxQqZdePHszsdXL5SdN546umM7ouxq693awvuIyXSAlp3nQEVp+3wG6busJjtU1dYbHaBXbb1BUey23VYijvdvofoMd7/zPv/U8Lbp/onFuX/bMeeOWrlyJZdz+/g2/dvR6A/++NxzM2+6LbPS/srPDIqtfta1tJR54TZ8ZZMHlcye//kxcvAuC3q7fSvHtfUffxQmuKNS1JamMufwkbgOmJY/KXYSrlC9c5+3r68i8Uf3iATemnJUYzv3EskYfHmqr77BMLfv54bhFtVlF7YExPHMOMxGgiD2tain9Nqacv4rGmzBkYb84uOpb60l0j5dfZM3muPHUmtYf5mb57+bEA3LW2lZ17h79YeaiHN7Tx5+d2UBNz/O83HA/AhDH1vP2MzNkw1z2wseTfc6T95fkdRB5OnBnnuGnxQX/dZSdNY1RtjA07O3lma7KMI5Sh2p7cnz/2P3zePEbX1XDG3AYAHqriBT8JnuZNIiIiIiIGDOWVrYHeSpkELgZel/2jVw2kX01tXXzqV08B8L6z5vCBc+flr9P/nXsqd/ZJtbste0mqK04e3FknQ3XqsRM5b1EjfcM4++SmlZkXdy9eOpVJh+zHkLt01x3PlP7ybDev3krHvl6ObRjD60+YNuDn5S7d9egmLZ6U05b2fTyYPdvjHWccW/T9vDq74LZ6GPuePNm8h309aSaNreczr18CwGNN7exIlX5RoZx27j3AvS9mFpevPq3/S3blnDAjwauPnUBf5PMLLqWSjjz/8YfnAHjP8jksnPLyQu4Hz51HTczx8IbdrA184eCO7GUkLz3M80l/xo+u45Ls1+QusSbV4aePbKYv8iyb18CrZmXObDtvUeaMRO17ImWkeZOIiIiIiAFDWTwZaJOF0cD7gfdl/4we5pikzKLI840/r+P8r93LMy0jM2fr6u7j//mfJ9h7oI/T50zMv2v5g+fNY1RtjKe2dFT9nhSVsK1jP49vzrx7/o2vKs/iCcCnsmef3Ly6hS3tQzv7pLsvze+ezLxQm3sHeqHLspfuWvlSOztL+MJ1FHmufyhzKZYPnDP3FZs4F8ovnuh3rKx+tXIL3mdemDx20pii7+e0/L4nxZ95ktvv5OyFjcxuGMNpcybiPVW/sfmhfrd6K+nIc+qxEw5asBjIu8/MLEj//LFm0lHpFqRvemILL7TuJXFMHZ+8aNFBH5s1cQxvelVmkfS6BzaV7HuOtNSB3vyL6blLDg7Fladmzrq75amt9PTplOlq0Nndx88fawYOPjvxnIWZxZMVm3bTm9ZjJWWheZOIiIiIiAFDPfOkv1di0sAGYGP2f9MlGFeQYrEYixYtIhar3r0f9/X08Tc3ruZbd6+nuX1ffuPfwxlul/eez978NOt2dDJl/Ci+979Opb42c19Txo/mHdkX3P/rnuHtuVGMan/M/vB05qyTZXMbmDHhmEF/3VC7TpvTkD/75Hv3De1x+MtzO9mzr5ep8VH5d/MWmjHhGF597AS8f/ld3cUq7PrL8ztoausiPrqWqwfYRDtn+fzM4skLrXvZ3dk9rDGUQ7X/Hg5GZqP4zCW73rns5bNOimk7dc7Lm8YXe0ZabvHkvOyLpLkX9297ujSX7hqJx8x7n/+ZDrRR/KHe8KrpTBhTx9aO/dz34tAvh9hfV+pAL1+/60Ugs9A6cewr9wD5yPkLAPjj09uGvAA7EgbzeN3z/E56056FU8axcMr4IX+Pcxc2MmX8KPbs6y3qZ18sC88f/SlF100rt7D3QB/zG8dy0XFT8rcvnRanYWw9XT1p1mw5KreckPLTvOkwrD5vgd02dYXHapu6wmK1C+y2qSs8ltuqxWB/sg7YDExyzm1zzh361t1aoCb7v0e1vr7hbXBcTtuT+3nbdY9y57OtZPfz5k/Ptg7qHbLD6frhg5v449PbqatxfP/dpzIlfvCb7D5ywQLqahyPbtrNqpfai/4+xTpS2/6eNL9a2cy/3/YcTw9jD4Zi3JK7ZNcgN4ovNNTHLPdu8l8/0ULLnsG/+Jl7cfeq02YNuB/DG7KX7vrFt1H+AAAgAElEQVTjM8N/13+uK7cB8LvOnMPYUYd/6mkcN4olUzMvhub2wag21fzcMRj3vLCTnXu7aRxXz8VLpx70saG2HT89zqjaGB37etnU1jXksST39+ZfED0nu6B3+aumE3PwZHNHyV7cL/djtrq5g427ujimroY3ZBd/jmR0XQ1Xn5bZvPyGFcVtHH9o13fv3cDurh7mTx6bv9TioY6fEee8RY1EHn70YHWefXKkx+vOIi/ZlVNbE+Mt2T2fRvrSXaE/fwxkOF196YjrH86enXjuPGIFZyfGYo6zs2ckPqh9T6T0NG8aBKvPW2C3TV3hsdqmrrBY7QK7beoKj+W2ajDYxZMZwInAJGApcEL27wB3A28ELgcuAwb/9nhjoiiiqamJKKq+S0Cs2dLBm//rYdZuTdEwtp5ffng5jeNGkTrQd8R9IIbT9ciGNr5yxwtAZoP40+Y0vOJzZk44hitfnXmxb6TPPjlcW/PufXz59udZ/n/u5nM3P8P1Dzfx5u8+zP/76zVl2Yz5UBt3dfLsthS1MZffN2SwinnMTp/bwDkLJ2XPPhncxs/bOvbzQHaPi8Ptx3BZdvwrN7cP62eX63qqeQ+Pb26nNuZ4/9lzB/W1uUt3PbKx+l4oq+bnjsH6xeOZS+Ncddrs/JllUFxbfW2MV81KALCqiH1PVmzaTeRhfuNYZmbP2JoyfnT+DKQ/lODSXSPxmP1mVWZh8rKTpjF+dN2gv+5d2Ut33bdu15AXig7tat69j588tBmAf3rDUuoOs2H9Ry/InH3yqye20N7VM6TvW25Herz296S5b13mbJFiLtmVk7t0190v7GDPCP0MLDx/9Ge4XX96bgcte/YzcUwdf3XqrFd8/NyF2vdEykbzpiOw+rwFdtvUFR6rbeoKi9UusNumrvBYbqsWg108GQ1c573v8N4ngQO8/G6pLwHv8t6/w3v/DqD6rtdRZaLIc8cz21m/Y++IfL8/PL2Nt133KDv3drN46jhu+fg5nDl/EpeckHl3+J1ry7MHwNaO/XziF08S+cxZCQO9YxngY69ZQMzBvS/uquiGw1HkeWDdLj703yu54Ov38oMHNpHc38vshmN43fFT8R5+vaqF1379fq69fyPdfeW72sKt2bNOzl3USEM/l8kph09etBiAXz+xha0d+4/4+TevasF7OHNeA3Mbxw74eTMnHMMpszOX7rprmJfuAvhRdq+TK06ewbTE4C4Xrn1Pyqdlzz7uX5fbKH5wl5c6ktylu55sHvriyUPZd5Kfe8hl5K44OXMG121rSnPprnLa19PHbWsyz82DvWRXzrzGsZy3qBHv4efZRa1i/Z87nqcnHXHeokYuXDLlsJ979oJJnDgzzoHeiJ89unlY33ek3b9uJwd6I2ZNPIYTZsSLvp/jpsU5YUac3rTPX3ZRKuOH2TOg3rN8DsfU17zi47l9T57c0sHeA70jOjYxT/MmEREREREjjrh44pyrA34N3JL9+1zgMeBTzrkE8E1gq3Pux865y4B5ZRutAft70nz856v52I2r+avvP8KuveXbf8F7zzf/so5P/PxJuvsiLlwymZs/djazGzIbOefOZrjr2R30lXjD1AO9aT76P6to7+rhxJlxvviWE3Fu4A295zaO5U3ZFza/e+/I732y90AvP3m4iYuvuZ/3Xv84f3l+J97D+Ysn8+P3nc59n7mQH773dG7+2NmcPCtBZ3cfX7njBS75xgP85bkdRe/LMBDvff4F3twLviNh2bwGzpo/id6053tHeByiyHNT9p3x/W0Uf6jLT8q8m3u4l+7a0dnLnc/uAOCD5w3+6Wb5vEk4Bxt3dbGjhBvXS2ZfAe/hnIWTDruINhSnZjeNL+bMk9w7yXMvjuZceuI0amOO57an2LCzc/iDLKM7nmmls7uPOZPGcOa8V56xdyT/K3v2yU0rtxS9yLti027uWNtKzME/veH4wz6HAzjn8nuf/OzRl9jfE86l/Asv2XWkziO5MnuWw80jfOkuedmql9p5srmD+toY7zlrbr+fM7thDHMmjSEdeR6v0ss5Sng0bxIRERERsWUwZ56MAn7hvb/BOTcOuAe43Xv/We990nt/LnAysA74PvCkc+6Vb/E7Shxug56dew/wjh+uyG+anTrQx5f++FxZxnGgN83f/uJJvvmX9QB86Nx5/Oh9Zxx06Zcz5zUwcUwd7V09PL758C8cDGXjIe89//z7tTyzNcnEMXVc++7TGF135F+Jj1+4EIA7n20dsbNy1u/s5Lsr2jjnq/fxb7c9x6a2LsaNquX9Z8/lnk9fwM8+sIyLlk6lJnut9NPmTOR3f3MOX7/6ZCaPH8Xm3fv40M+e4L3XP17SMT+7LcWmti5G1cZ4fZHX3y92s6hPXpzZ++SmJ7aw7TBnn6xo2s2W9v2MH1XLZSce+bJiuc95vKl9WIuGtz6fIh15zl4wiRNmJAb9dYkxdfl3lK84wqXqKiHUzb360hG/6mej+ELFtOUWT9bv7CS5f/DvCt/asZ9NbV3E3MtnG+VMGFPP+YsnA5TkrIByPma5vYSuPm1WUS/mX7x0CtPio9nd1ZNfGBisWCxGOvL8xx8y/z6968xjWTJtcBuoX37iNGZNPIb2rp78ZceqxUCPV3dfmrufz1yy67KTir9kV84VJ8+gJuZ4aksHG3eNzCJdqM8fR1Js1w8fyJyd+NZTZjJ5/KgBPy+3wPqQLt0lpaN50yBZfd4Cu23qCo/VNnWFxWoX2G1TV3gst1WDI/50vfed3vtrcv8fON97/7lDPqfVe/9VYCFwlfc+nLebllBNTQ2LFy+mpuaVc6AXW/fy1u8+wpotHUwYU8e/vul4nIPfP7Utf4mZUtmZOsDbr3uUPzy9ndqY46t/dRL/9Mbj8wsAObU1MV5/fOaFojueGfjFtcN19efGx5r59aoWYg6+885TmTVxzKC+bvHU8VxyQubSWIPdc2M4bnlqK5d+6yFueyFJV0+aRVPG8R9vOZEVX7iIf73iBOZPHtfv18VijqtOm8W9n3kNH3vNAuprYjy4vo1Lv/Ug/3rrsyT3Df/yH7c8lXnH8sVLpzLuCJuh92eoj1mh5fMnsXx+A71pz/cP8zjctDLzwuibTpnR7yVRDjW7YQwnz0oQ+cwCWTG6eiPu2pB5MfLD580f8tefNb86L901nMer0u59cRc7Ut1MGluffz4pVGzb5PGjOLZhDN7DU9nN3wfj4ezz6cmzJxDvZ5+QN52cWcS7dc22YZ0xVs7H7KXdXTzW1I5z8FenvXKvhsGorYnxjmWZM8JuXDH4S3flun6/ZjvPbksxfnQtf3/x4iF939yx+cMHm0p+VmOxDvd4PbJxN3u7+5gyfhSvnj1x2N9r8vhRvCa7SPfb1S3Dvr8jCfn543CK7Xppdxd3PZf5N+ZDRzg78TzteyIlpnnT4Fh93gK7beoKj9U2dYXFahfYbVNXeCy3VYshL0157wd8JcB73+e9f2F4QwqX957Ozs5XvCB3/7pdXPX9R9jasZ95jWP53d+cw/vPmcd7s3uA/PMtaznQW5p509qtSa74r4dZ05Jkwpg6bvjQmbz9jP7fDQ5wafZdtnc+20oU9f9C4kBd/Vn10h7+7bZnAfjcpce9Ys+BI/nEhZmzHm5ds42XdncN6WuH4kBvmi/f/jwA58yfyI0fWsaf/v583rN8zqAXK8aNquVzlx7Hn//hfF5//FTSkeenj2zmNV+/l58/1lz0C7NR5PMbWr+pyEt2DeUx609u75NfrdzC9uQrzz5J7u/Nn0E1lP0YcpeKu6PIS3f98vFmOrv7WDhlHBdkX5wcipc3ja+uxZPhPl6V9PJG8bMO2ig+Zzhtp2X3PVk9hEt3PZh9EfS8hf0/91y8dCqjamNs2tXFc9tTQx5TTjkfs9+syvwze96iyUxPFL+X8DvOOJaamOPxze282Dq4M+O89+zY3cH/vetFAP7utYuYNG7gd+735+rTZzFxTB3N7fuKXigttcM9Xrl9mC45YRqx2PAu2ZWTu3TX71ZvHfDf1lIJ+fnjcIrtuv6hJryH1yyZzKKphz9j6qwFmcs5rtvRyU5dzlHKQPOm/ll93gK7beoKj9U2dYXFahfYbVNXeCy3VQud11NCURTR0tJCFL38TtsbVrzEB366kr3dfSyb18BvP3Y287J7Anz6kiVMGT+Kpraukpxp8fCGNq6+9lFaUwdYMHkst3z8HJbPn3TYrzlnQSPjR9eya283qwbYmLm/rv70piM++csn6U17Lj9pGh85f+hnBpw0K8EFiyeTjjzX3l++s09uWPESO1LdTE+M5nPnTGT5vIair3M/Z9JYfvDe07nhg2eyeOo49uzr5Qu/e4ZfrizukjUrN7ezPXmA8aNqec2SoS8QwOAfs4GctWASy+Y10JOO+j375NY12+jui1gydTwnzxr8pbNyiycrNu2mrXNol+7akTqQvxTLX589p6gXOc+Y20BNzNHcvo+WPdWzR+twH69K2dqxn/tezFzuaKB9b4bTduqxEwBYPchN46PID7jfSc740XW89rjMxue5DdmLUa7HLB35/OLJ204v7qyTnGmJ0bxu6VQAbnzspUF9TRRFfOOuZ9m1t5u5k8bwvrPnDvn7jqmvze8zcd39m6riP+IGerz60hF/ei6zh9KlJw7/kl05Fy2dQnx0LduSB8p+mcBKP3/0pSNak6VfeCimq2NfDzc9kTl+BnN24oQx9Zw0M/Nv2MMbdfaJyEip9PNWOVltU1d4rLapKyxWu8Bum7rCY7mtWmjxpEzSkeeLf3iOf/r9WtKR58pXz+R/PriMiWPr858TH13Hv7zpBACuvW/jsK6Nvn7HXj76P6vY35vmvEWN/O7j5zBn0pE3bq6vjfG64zMvrh3u0l2Dcfsz22nZs5/GcfV87aqTi16M+MRrM3uf/GZVS79nPQxXV3dffkHgby9cQH1Nad5pfO6iRm7/u/P4m9dkNkz+0h+fZ+th9gwZyK3ZjeIvOXHaoPaKKZdPXZQ5C+iXj295xQtjuUt2XX360PZjmN0whpNmZi7dddcQ3pHe2d3HX/9kJbs6u5mdqOOtpxR3Rs740XX5F8qq7dJdIbpp5RYin7kc2kCXuRuOU7NnnjzV3DGod+8/35qivauHMfU1vPrYgS+/lDuj67ZhXrqrHB7a0Mb25AEmjKnLPzcPx7uzZzj+dvVW7nq2lQfX72Ll5naeaUmyYedetrTvY9febvYe6KUvHbF1z35uXpsE4AuXL+33bKLBeN9ZcxhVG+OZrUkercI9hnJWbt5De1cPE8bUsWxeQ8nud3RdDW/M/p5Z3jh+w85O3vDthzjrK3eXZB+h4brxsWb296ZZOj3O2QsO/+aRnNxC64MlvoSqiIiIiIiIhE+LJ2Wwr6ePj96wih89lHmX/Kdft5j/fNvJjKp95Qvhl580jQuXTKYnHfG/f/dMUS/k7e7s5gP/nTm75Yy5E/nR+07v91r/A8lt5H3n2u1Fv5Dovef6bO97ls8tap+OnDPmNnDmvMyeG9fdv6no+xnITx5uYndXD3MnjeHKU2eW9L5ra2J8+vVLOPXYCXR29/GPvx3aY9qbjrg9e0mrK4q8ZFepnLVgEmfMnUhPOjroLKDntqV4ZmuSuhqXvzTNUOTOPrl9kJfu6ktH/O3PV/Pc9hSTxtbzHxdPZ9QwFpVyL6hV8wu6IehLR/lNzd955sCXBhyOJVPHM6a+hr3dfazfeeTF5dz+UcvnTzrsi/4XLvn/2bvz+Kjqe//jrzNJhpBlJkCAIPsWFlEUUFxw3+rSxVvtbhev1bZ2scvtvfb2tr23v3pva63d7NX2dtNaW7tZrbvW1gUUEQE3trBDCISQGZIASeac3x+TSQMGyHImM98P7+fj4aNlyPJ9ZeYM+c53zvmOoDRawNbGvbzci/1UBsLvOn6m7zhhdLf/ZvTWaZOHMbGylKb97Vx310tc9dPFXHn7It76w2c5/ztPc8a3nuKkbzzBcV97jCn//jBn3fJ32vyAUyYN7dfizbCyQZ2X9MvG83hYHnk1/Tx0wYyRFBWE+yvROzv+fXn41Vqa97eH+rXzwX0vb+VtP3yWVXV7CAL4zwdeJ7mv/3t+9VVru88vF24A4KNnTOzxwv6CLvue5NtiqoiIiIiIiOSWFk9C5HkeyTaP9/5kMY+/Xke0MML33nMCnzpv6iEn8Z7n8V9vn0VxUYTn1zX0+h2q+9tTfOxXL7G5YS/jhpZwx1Xzev2C2xlTKymNFrAtsY/lWxLdjjEajR72hYiXNu5m+ZYE0cII7z+l/y+kZs4++c2Lm3p9eafDSbS0ccfT6RfyPntBNdHCgiO29VZBxOPmK2cTLYzw9Oqd/G5JzzcMfnZNPbtb2qgsi/b4XbPd6cl91pOvkdn75NeLN1HXcT34zAvmF8wcydAuZ1L11CUd++w8v66BXUe4b4Mg4Kv3v8ZTq3ZSXBTh/z44l3HDSvvVldn35PmaXXnzQlkY99dA+/vqndQm9jGkpIiLjj30i+z9aSssiHDC2PSlu17qwb4nzx7hkl0Zg6MFnQsDDyzv27vls3GfNba08thr6UtIXdnPS3ZlRCIeX3/7LBZMqeSEsRVMrypnYmUpVbFiKkqKKC468NeAIIBBBR7/cemMfrddc8ZEIl76sfJGP/aXCUN395fvBzz6WviX7MqYM24I44eV0NKa6tWZdr010M8f+9pS3PjHFdzw22W0tKbSZ55VlrJzz36++/ia0L5Pb7vuX76NHXv2MzI2iMuO7/mbD+aOH8Kgwgh1yf39OgNYRHrOxd97espqm7rcY7VNXW6x2gV229TlHstt+UKLJyFaub2Jz/xlC69uSzK0NMo9H53P20848pkNY4eWdL5IfdNDb7C7ubVH3y8IAm78wyu8uGE35cWF/OzD8/r0YnZxUQHnzshcuuvNZwNEIhEmTZpEJHLoh8tPO846ufyE0VT2cnPh7iyYUsnssRXsa/M7v3YYfvLMOvbsa2fayHLeevwxPWrri8nDy/j8Ben79OsPvt7jy49lLtl16XGjKOzHu6DD6jp9yjDmjR9Ca3v67JP97SnuW5Ze4LuyFxvFdzV+WCnHHhMj5Qedew0cyk+eWcfdL2zC8+C77z6RE8cP7XfXvPFDKSrw2JbYx8Zd+bHvSbYeh9nUdaP4wy3Y9rdtTsflt46078m+thSL1zcA6QXhI8lcuuvBFbWk+rChdzbus7tf2ERrymfmqBjHHtPzvYSOZMHUSn51zXzuu/50HrnhTJ76wtk8/6XzWPaVC1n59YtZ/9+XsPLrb2HZVy5g0Y3n8uJ/XMCxoyv6/X3HDyvtPLPxJ0/n9uyT7u6v5Vsa2Z7cR9mgwiMuuPWF53n804npRbA/ZvHSXQP5/LFuZxPvuO057lm8Gc+DT583lV9dM5+vvS19CdJfLtoQ2kJZb7qCIOD/nkk/xj502oReXW6uuKiAkyakL9n2rC7dJTIgXPy9p6estqnLPVbb1OUWq11gt01d7rHcli/0kw3Jss2NXHn7QmoT6c3a//SJ05g7vufXT7/mjIlMG1lOQ3Mr//3wGz36nB/9rYY/vryVgojHbe+bw5QR5X0dPpd0vOv2oW4u3RUEAY2NjYd8l/7mhpbOd9VevWBin8fQled5fPKc9Nkndy3aSKKl/5cCqW/az8+eSy/EfO7CaiIR74ht/XHNGZM4YWwFe/a186UeXL5rb2uKxzp+jm/r454eGWF1eZ7HZ85P733y6xc28esXNtHY0kZVrJgzp/ZtM3vo2aW7HlxRy00PrQTgy5fO5C2zqkLpGhwt4MSx6Rfk8+XSXdl8HGZDbWIvf12Z3ij+PScf/kyz/rbNGd+xafwRzjxZunE3+9t9RpQPYuqII++/csbU4cSKC9mxZ3/noktvhH2f1Tft79yL6dozj7zRdZg8z6O4qICKkihVsWL8fc2hdWVa7l++rU97QIWlu/vrkVfTz7fnTB+Rtf2lMpeGfK6mnm1Z6h+o54/7l2/jrT94lpXb91BZFuWuq+fzuQuqKYh4nFk9nEuOqyLlB3zlz6+GMpbedD27tp6V2/dQEi3g/SeP7/X3yiyePbs2P/5NELHOtd97esNqm7rcY7VNXW6x2gV229TlHstt+UKLJyGpHlnGxMpSThg1mN9dd0qPNmvvqqggwk3/NAuAe5dsOeKLeQ+9UsvNj64C4GtvO5Yzq/v+QjbAWdOGU1wUYXPDXl7bduC7Rn3fZ/v27fi+3+3n/mLhBvwg/W7vaVV9X8A52HnTRzC9qpym/e38ouM65v3xv3+roaU1xfFj4lzYccmeI7X1R0HE4+YrjidaEOGpVTuP+M7jv67cQXNritEVgzvfbd9XYXYtmFLJnHEV7G/3+fpfXgfSZxsURPp+SuClHYsnC2t20dDNmVYvbWzgs/cuA+DDp03g6tMnAOF1ndJx6a6FebJpfDYeh7ubW/na/a/xibtf4v7l29jXlgrta9/74hb8AOZPHMrkI2wU39+2zELXuvrmbh8rGc90XLJrwZTKHp2uGi2MdJ4V8UAfNroO+z77/pNraNrfzqzRsZzudxR21+yxFZw6aRjt/j/2xcqFg7uCIOCRjsXqtxwb/iW7MsYOLeHkiUMJAjrP2juc1XV7uOmhNzjlpic59iuPcPbNT/Gu2xdx/d1L+dr9r3HbU2u5d8lmnlq1g1e3JtiR3Edbeypr/45B+qyuf//TK3z6npdpbk0xf+JQHvz0GSw46AyvL186k8FFBby4YTd/ern/Z9r05rH4k2fSj613zRtLvKTne75lZM5We37dLtpT2fk5isg/ZPP371yz2qYu91htU5dbrHaB3TZ1ucdyW77Q4klISqKF/PzD8/j6+aOID+79xB1g7vihvPfk9KWQvvSnV2ht7/6Bv3xzI5/reGH5I6dP4KpTev8uy4OVRAs5Z9oIIL25bU/t2dfGb19M74ER1lknGZGIx/UdZ5/87Ln1NPVjw93axF7uen4jAJ+/cNqAXQtw6shybrggfebGfz7wWue+Id25f3n6xaa3zj4mr65VmD77JH0JsszVjfq7H8OEylJmjkpfuuvx1w/cC2BDfTMfvfMlWtt9zp8xgv+4bGboP4/OTePzaN+TsARBwJ+XbeX87/ydXyzcwEOvbOfT97zMSd94ghv/uIIlGxr63BwEATU7m/jti+lLdr0vSxvFdzWkNMqk4enF6JcPc+mu53q430lXmUt3PfxKLW05fMG0ZmcTd7+Q/pl+6ZIZRPqxMJmPrjsrffbJXc9vZNnmxhyPJu2N2j1s3NXCoMIIZ0/r35sPjiSzcfwfl27t9tjb3dzKLxdu4G0/fJYLb32aHz+9ju3JfTS3ptiwq4XFGxp48JVafrFwAzc/uoov/n4FH/n5i1z2g2c5+aYnmf6VR/n2M3WhLpBmbKhv5p9+tLDz8omfPGcKd18zn5Gx4jd97DEVg/n0eel/72566A0Sewdm8/jHX6/j6dU7iXhw9el9+z1k5qgYFSVFNO1v73bvNxERERERETk6afEkRENLoxQV9O9Fr399y3SGlUZZu6OJnzzz5mvEb2vcyzV3LmFfm88504bz5Utn9uv7dZXZMPfhV7b3+MXV3764mab97UwZUcZZ/biM06FcctwoJlWWktjbxq86Fj/64gd/XUtru8/JE4ZyZg/2QwjTtWdM4vgxcZL72vn3P3V/+a7E3jaeWrkTIKfvOj+UM6dWdm7cfcqkob0+s6o7mY3jH3zlH4snu5tb+cgvXqShuZXjRsf5/ntP7NcZLody4rgKBhVGqG/az9od+bFB8L5DLJb2xtbGvfzzL5fwmd8sY1dzK9Ujy/jYWZMZXTGYPfvauWfxZq64fRHn3vJ3fvDkGrbsPvyeL0EQsLpuD3ct2sD1v17KyTc9yXm3/J1tiX1UlBRxURbfsd/V3CPse7K7uZVXtqZf8Dz43fCHc8qkoVSWRdnd0ta5+JIL33x4JSk/4LzpIzht8sA+Pw2Es6qHc/6MkbS2+1x755LDLiIPlMxZJ2dWD6d0UGFWv9clx41iUGGEtTuaWNHxwnxbyueJ1+v4+K9e4uSbnuCr97/Gii0JCiMeF84cyY+vmstfP38Wv732FH74vhP56ltn8omzJ3Pl3DGcVT2cmaNiDC8fRMRLL2o/UdPEB372Irua9oc27gdX1HLZD57l9dr0Pm6/+MjJfOGiaYfdj+ufF0xk0vBS6ptaufXx1aGN5VDW7mjis79Nv5nkQ6dNYNywkj59nUjE4/SOYy+XzwUiIiIiIiKSX7L7isFRxvM8SktL+/Uu+YqSKF++bAaf/e1yvv/kGi47flTnC9XN+9u55pdL2LlnP9NGlof+wvK500cQLYywrr6Z1XVNnZfgOlRXyg86L6d19ekTs/Ju6YKIx8fPnsy//H4Ftz6+muqRZZw7fWSvvsamXS3c23F2zBcuOvCskzDusyMpLIhw8xWzuewHz/DEGzv487JtvOPE0Qd8zKOvbac15TN1RBkzRvX/0mdhd3mexzcun8X/PLySz184LZSveclxo/j2Y6tZuLaexpZWiosKuPauJayvb2Z0xWB++qF5lEQPfIoKq2tQYQFzxw9hYc0uFq3bxdSR4V1urreS+9r4wr3Leez1Ok6fkuQ9J43jwmNHHnYT9oOl/IBfPb+Rbz2ykubWFNGCCJ88dwofO2sy0cIIX7xoGi+sb+D3L23h4VdrWV/fzC2Pr+aWx1dz6qRhvHPuGC6eVcXgogJWbt/DC+t38cK6BhZvaHjTpbKihRFOHFvBR8+Y1KN9IsK4z+aMH8LvXtrCS4fY92TRul0EAUwdUdbtO+IPpbAgwqXHjeKXizbywPJazu44+64nwnosLl7fwGOv11EQ8bjxkun9+lphyMZzoud53Pru2bzzfxeyuq6Ja+9cwm+vOzVr+4wcagxdux59NfuX7MooL04vNN6/fBs/fsUzLwUAACAASURBVHodo+LF3LdsK/VN/zi2jj0mxhVzx/C22ccwrGxQ5+2TjnBZvJQfsHDtTj5x91Je3tTI5T9ayM8/ctIRL6d3OE372/nGg69zz+L0v5snTxjK9997IlXxIx9b0cII//W2WXzgpy9w56INvGveWGYeE+vTOI70WEzua+PaO5fQtL+d+ROH8qVLZvTp+2ScPqWSB1+p5dm19Z1n0IhIdgzE79+5YrVNXe6x2qYut1jtArtt6nKP5bZ84Vm6ZI3neTEgkUgkiMX6NlnPB0EQ8IGfvsBza3dxxtRK7rz6ZPwArrvrJZ54o47Ksij3XX86Y4b07R2Wh3PNL1/kiTd2cMP5U7mh41JNh/LwK7V8/O6lDCkpYtGN52XthbD2lM/H717K46/XURjx+N57TuTS40f1+PM/d+8y/rh0K2dWD+fOq0/Oyhh74gdPruGWx1dTUVLEY589kxHl/3gh6qqfvsAza+r5/AXVfOooetHmLd99mpXb9/DNdx7Hs2t38cDybZQPKuQPnziN6iwvaPzwr2v49mOruXhWFf/7gblZ/V6HsrpuD9fd9RLr65sPuH1ISRGXnziG95w89og/h9V1e/i3P6xg6ab05ZDmjR/C/7zzOKaM6P7zmve388ir2/nD0i0H7PlSEi2gqCDypkvtFBdFmDt+CPMnDmP+xKHMHlsxoC96Q7rxwlufZnBRAa987cI3vfP9xj++wj2LN/GR0yfw1bce26uvvWRDA1fcvojyQYW8+OXzB7TN9wMu/9FzLN+S4H3zx3HT5ccN2PfOhU27Wnjbbc/S2NLGO044hlvffUJOfsFbt7OJc2/5O4URj5e+fEGf9sjorb+t2sGHf/7iAbdVlkV5xwmjeefcMcwY1b/fWdbuaOIjv1jM5oa9xAcX8eOr5jJ/0rBef53F6xv4/O+WsblhL54HHztrMp+/oPqwZ5t05/pfL+XBFbXMGz+Ee687NfQ3V/h+wEfvXMKTK3dwTLyY+z+1gMoui059sWlXC2fe/BRFBR7LvnJhr89Iam33iRbm5oTuZDJJPB4HiAdBkDzSx4tYmTOJiIiIiPRUX+dNumxXiHzfp76+vt+b9Hiex9ffPotoQYRn1tTzwIpavvnISp54o45oYYQff3BeVhZOgM4NlB/ucimlQ3X9tGPz3/fPH5/VFxwLCyL86P1zePsJx9DuB3zqnqX8bsnmHn3u2h17uK9j49ovXPjmxaCw7rOe+NjZkzn2mBiNLW38x32vdl6+a+ee/Z2XCXlrSJfsGsiu/shsHP/1v7zBA8u3URjxuP2quYdcMAiz69TMvifrduH7A7+I/OCKWt5x23Osr29mVLyYWy+v5lPnTKYqVszuljZ+9tx6Lrz1af7pR89x74ubaT5oz5/97SlufXw1l37/GZZuaqRsUCFff8cs7r3u1EMunACUDirknXPH8OuPnsKz/3oOn7+gmgnDSmhpTZHY20ZptIAzq4fzLxdN4w8fP5UVX72Iu685hU+fN5X5k4b1+lgP4z6bMryM8uJC9ralWLl9z5v+/rkum8X31pxxQzgmXsye/e38bdXOHn9eGF1/eaWW5VsSlEYLuOH8/Fg0zeZzx7hhJfzo/XMoiHjct2wbdzz95ktTZkvXrswlu06dPGxAFk4Azpg6nOlV5RQVeFw8q4r/++A8Ft14Hl++bGa/F05836ciso8/fOxUThhbQWJvG1f9dDF/7sEG9Rn72lL890Nv8O4fL2Jzw15GVwzm19ecwr++ZXqvF04AvnzpDEqiBSzZuJs/9nHz+MM9Fr/75BqeXLmDaGGE26+a2++FE0g/PscOHUxbKmDx+oZefe5LGxs495a/8epW7Zci0hOu/J7aF1bb1OUeq23qcovVLrDbpi73WG7LF1o8CVEQBNTX14eyAfWk4WV84pzJAPzbH1bw444Xmb595WzmdFz/PxvOnzGSwojHqro91OxM7wXRXdfyzY0s2bibogKPD57a/w3rj6SoIMJ33nUC7z15LH4A//L7Ffyy45Jhh/Odx1fjB3DRsSM5fkzFm/4+zPvsSIo6Lt9VGPF49LU6/rKiFoCHXqnFD2D2mDgTKvu/lwgMbFd/XNyxeNLUsTDw3/903GE3/A6z6/gxFZREC2hsaev2BflsaU/5/PdDb3D9r5fS0pritMnD+PP1pzEjnuKG86fy3L+dy88/fBIXHZs+FpduauSLf1jByR0bvi/b3MiSDQ1c+v1n+d6Ta2hLBZw/YwSPf+5MrjplfK/e4T1mSAmfOm8qT33hbB745AL+fP3pLP/qhdx59clcf84U5o4f2u93Uodxn0UiHiceYt+TTbta2NTQQmHE69M77SMRj8s6Fi0fWLGtx5/X36797Sm+9chKAK47a/IBZ6LlUrafO06bXMnX3preq+ubj6zkyTfqsvJ9Dta165GOS3Zl3iwwEAoiHvd/cgErvnoR//uBuZw/cyRFfViU6E6mbVhplN9cewoXz6qiNeXzmd8s4wdPrjniffnatgRv/+Fz3PH0OoIArpw7hkduOKNzgbkvRsX/sXn8f/dx8/hDPRYffW07339yTfprX35ct/+291VmAfbZXux7srpuD1f/Yglbdu/l9r/XhDYWEctc+T21L6y2qcs9VtvU5RarXWC3TV3usdyWL7R4ksc+fvZkJlWW0tKaAuCG86dmfTPxeElR54vXmReYupM56+Stxx/DiF7sMdAfBRGPmy4/jn9eMBGAr97/Gj/629pDfvyrWxM89Mp2PA8+d0E4+3T018xjYlx/zhQAvvLnV6lv2t/57uCwzjpxyZQRZcwanX7X9afPm8qV88YO2PcuKohw0oShACysGZgNgnc17eeDP1vc+Y77686cxJ1Xn8yw0mjnxxREPM6ZPoI7rprHwhvP5V/fMp0Jw0pobk1xz+LNvOO257ji9kWs3dFEZdkgbnvfHH7ywXmMig/u87g8z+O4MXFmj63o07vMB8KccekXSA/e9+SZtTs7/n4IZX3c+Putx6ePvSffqHvTGT7ZcufCjWzZvZeRsUFcc8bEAfme+eKqUyfw/vnjCAL4zG+WsaZu4BYvtzXuZcWWBJ4HF8zs3f5Z/RUtjDA4mt3LwhUXFXDb++Zw7ZmTALjl8dV88fcraEu9+V1I7Smf255ayztue45VdXsYVhrlx1fN5eYrZ1Ne3P8zcq4+fSKTh5eyq7mV7zy2qt9fD9Jnk36uY4P4D582gXfOHRPK183I/P7T003jtzXu5UM/W0xibxsnjqvg5itmhzoeERERERERya38fJVMgPSm1v/zzuMpLorwrnlj+MwA7YVx8az0BroPvVLb7d9va9zLgx1/d/WCgX3Rz/M8vnzpjM53tH7rkVXc/OjKbldYb+l4seZts49hWlXuNgQ/2PXnTGF6VTm7W9q4/u6lLN3UiOcdnYsnAHdcNY+ff+QkPpuDyxad1vHO6ufX7TrCR/bfii2NvO2Hz7GwZhcl0fQLnDdeMuOwixUjyov5+NmTeeoLZ/Oba0/h8hNHM6jjTJB3zRvDE587k0uPH3VUbAw2d3z3Z55kXuQ83BlLRzJrdIwJw0rY1+bzxACcCdHY0soP/pp+5/znL5hGSbRviz4u++pbj2X+xKE07W/nmjuXsLu59cifFIJHX0/fvyeNH8rw8v5f6ikfRSIeX7pkBl9/xywiHvzupS18+OeLDzj7Y0N9M++6YxE3P7qKtlTAhTNH8uhnz+TCY6tCG0e0MMJ/vX0WAHc9v7Hfl7RKbxD/Es2tKeZPHMq/X9q/DeK7c9rkSjwPVm7fw449+w77sbubW7nqpy9Qm9jHlBFl/OxDJ2V9cUxEREREREQGlhZPQuR5HvF4PNQXMk+eOJTX/vMtfOuK2QP2AumFx1ZREPF4bVuSTbta3tT1y0UbSPkB8ycOZdbo+ICMqSvP8/jcBdXcePF0AG57qob/fOD1A/ateGljA0+t2klBxOOzh9n4Phv32ZFECyN8+8rZFEQ8Xui4rvopE4cxMsQzeHLR1VejKwZzzrQRPRpr2F2Zy9K8sK6B9m7emR2We5ds5orbF7G1cS8TK0u57/rTufT4f1wy6EhdnudxyqRh3PruE1j87+fz1BfO5ltXzKaiJNrtx+eTsO6zE8ZW4HmwuWFv54uaKT/gubXpha8FU/u+eOJ5Xufi5QPLe3bprv50/eCva0nua2d6VXno75zvr4F67ogWRvjfD8xlzJDBbNzVwvW/Xtrt2RFhyXQ9+lp68eQts8JbJMi1Q91nV50ynp9+6CRKogU8t3YXV96+kM0NLfzq+Y1c/L30Xknlgwr59pWzuSOkfUMOdvqUSi47fhR+kD7bsjf7S3Xt8v2Az/5mGevqmzkmXsxt758T2mXPuhpaGuXYY9JnQy6qOfSiektrOx/5xYvU7EzvWXXn1SczpDT/n49F8oVLv6f2ltU2dbnHapu63GK1C+y2qcs9ltvyhRZPQhSJRBg1ahSRSLg/1oJe7GEQhqGlUeZPTF/O6OFXaw/oat7fzj0vbALgmjMmDei4DnbdWZP5+jvS72r9xcIN/OsfVpDqeGHm24+uBtLXbj/cPiLZus+OZNboOJ84e3Lnn992QrhnneSqK9vC7jr2mDjlxYXs2d/Oa9uSoXzNrva3p/j3P73CF3+/gtZ2n/NnjOTPnzyd6pEHngnVm6744CImhrQ3zkAI6z4rLy5iWsfPbenGRiC9V0NibxvlgwqZPaZ/C7mZxZMn3tjBvP/3BB/4vxf4rwde594XN7N8cyMtrQdezquvXZt2tXDnog0AfOmSGQP+/H4kA/ncMbQ0yv99aB4l0QIW1uzi//3l9ax9r0gkQmHZUJZ0XPbtIkOLJ4e7z86ZPoJ7rzuVkbFBrK5r4rxb/s6X73uVvW0pTp00jIdvOIMr5o7J6i/aX750JiXRApZuauT3S7f0+PO6dn33idU8uXIHgwoj3HHVvKws9GRkzmJ7dk33l+5qS/l84u6lLNvcSHxwEXdefTLHVPT9sokiRyOrv6eC3TZ1ucdqm7rcYrUL7Lapyz2W2/KFfrIh8n2f2tpafD97754dKJmNvB9+dfsBXX9YuoXkvnYmDCvhvOkjcjzK9Dtrv/Ou2Z2XJvn0b17mb6t2sGjdLqIFET51hEud5fI+++S5U5g7fgjHxIu5JOSNiy09FrsKu6sg4jF/Yvrsk0UhXbprf3uK17cl+ePSLbznx89z9wub8Dz4/AXV/PiqucS62UvA6v0F4bZlNo1/uePSXc90vLh5yuRh/d6rpXpkeccl0KC+aT/Prq3nZ8+t54t/WMHbb3uOY7/6KGfd/BTX3rmEWx5bxQPLtvLq2k297vrmoytpSwWcMbWSM6uH92vM2TDQj8XpVTFuffcJAPxy0UZ+3bE4Hzbf9/ndolUEAcweE2e0oRe7j3SfzRod577rT2d6VTmtKZ9BhRG+ctlM7r5mPmOGlGR9fFXxYm7ouCzj/zy8kkRLzzaPz3Q9/Mo2vv/X9P5m//PO4ziunwulR7Kgy74nB18S1PcD/vX3K/jbqp0UF0X42YdPYurI/LksqIgr9HuPe9TlHqtt6nKL1S6w26Yu91huyxdH34XWsygIAhKJBCNG5H5Rob8uOnYkX/nzqyzb3MjW3S00JxJUVg7n589tAOAjp08kkifvmP6nOWMoiRbwqXte5sEVtTz2Wnqj+/fNH3fEF8hyeZ8NKizg3utOxYPQf5aWHotdZaPr1MnDeOKNOm7/ew0La3YxumIwY4YMZnTFYEZ3/O/IWPGbzhAIgoCtjXtZWbuHVXV7WLl9Dytrk6yrb+48AwogVlzI9957IudMO/SYrd5fEG7b3PFDuGfxps5N4zP7nSzox34nXd32vjm0tLazuq6JVduTrNrexKq6JKu276G+qZWNu1rYuKuFxzr2zSiKwHtOTvDJc6f26LJ7Szft5sEVtXhe+qyTfJSLx+JFx1bxhQur+fZjq/nKn19l8vBS5k8aFur3CIKAJ1amHy+WzjqBnt1no+KD+d3HTuW+l7dy2pRKJg8vG8ARpn9n+N2SLazZ0cT/PLKSr71tJoMKD78/SBAErNi4ky88lL6U3tWnT+TyE7N/mbuTJgwlWhhhW2If6+ubmdTlZ/XNR1byx5e3UhDx+NH753TuxSQivaPfe9yjLvdYbVOXW6x2gd02dbnHclu+0OKJdGtEeTEnjR/K4g0NPPp6HQuGw1OrdrK+vplYcSFX5Nl1+t8yaxQ/+WAB1931EvvbfYqLInzinMlH/sQcy7dL9hyNzp8xgm8+vJLGljaeXr2z248pjHhUxYs7F1K2Ne5l1fY97Nnf3u3HxwcXMa2qnJmjYlx9+kTGDcv+u7uPBnPGVQCwYmv6cl1LNqQXUfqz38nBSqKFnDC2ghPGVhxwe33TflZvTy+Srdq+hxVbGnlj+x7uen4Tv12yhfedPI5PnD2ZEYdYRAmCgJsefAOAK+aMYcaoWGhjtuD6c6awcvse/rKilo/fvZT7PnF6qMdNYm8by2v3AvCWEDdFd0l5cRFXnTohJ9+7qCDCf779WN73kxe4Z/Em7lm8iZGxQYwZUsKYIYM7/ivp/N9jKopp2dfGf/11O82t6UuMfemS6QMy1uKiAuaNH8LCml08u7a+c/HkJ0+v446n1wHwzXcez7nTRw7IeERERERERCR3tHgih3TxcVUs3tDAI6/WseCcofxs4QYA3nvyOEoH5d9D5+xpI7jz6pP5xkNv8P754xhRHt4G7GLX+GGlPPdv57Kmbg9bdu9lS+Netu7ey9bGFrY27qW2cR/tfpD+u917D/jcogKPycPLmF5VzrSqGNNHlTO9qpyqWLE268qCiZWlDCkpYndLG79cuIHWlM+oeDGTBmAPmMqyQVROGcRpHWe5tLe38/tnVvD7lftYsnE3v1i4gXsWb+L988fzsbMnven559HX6liycTfFRRE+f+G0rI/XNZ7ncfMVs9mwq5lXtyY57zt/44ypw7n0uFGcP3Mk8cFvvtxdT7SlfF7auJvfLN5EKoDqkWUHnEkgA+e0yZXccP5U7vj7Ova2pahL7qcuub/zTLKDlUYLaG5NcUxFMT9834n9vjRfb5w+pTK9eLKmng+eOoE/Lt3CNx5KL37+28XT8+4NJCIiIiIiIpId+fcKuMM8z6OystLMi6ZvmVXFfz7wOi9t2s2q5AieX9dAQcTjQ6dNyPXQDmn+pGHc/8kFPf54a/dZhrp6Z3j5IIaXd78BccoP2LFnX8eCyl62J/ZRFS9melWMiZWlRAv7/4Ke1fsLwm3zPI8544bw5Mod/PTZ9UD6kl25+LlFIhHOP24cV545hEXrdnPrE6t5aeNufvbcen69eCNXnTKe686aTGXZINpSPt98ZCUAHz1jElXx/F3YzeVjcXC0gJ98cB7X3fUSK7Yk+OvKHfx15Q6KCjzOnDqcS49PL6R0t29QVw3Nrfx99Q6efGMHT6/eSXLfP84Qe+vx4e4vlQ9cev644fxqPnPeVHa3tLFld0vHonRL5+J05v+3tKZobk0xqDDC7e+fw7AsbhDfnQVTKrn50VUsWreLJ16v44u/XwHANQsmct2ZkwZ0LCIWufS81VtW29TlHqtt6nKL1S6w26Yu91huyxfewZthDtg39rxhwBLgnCAINnTc9gPgk10+rCYIgim9+JoxIJFIJIjFdEmUMFz+o+d4eVMjFSVFNLa0cdnxo/jh++bkelgicpS67am13Pzoqs4/f+89J/D2E0bncERpQRDw9Jp6bn18Ncs2NwIwuKiAD546ntJBhXzn8dVUlkX527+cQ1kenrmXb9bU7eHBV2r5y4pa1u5o6rw9WhDhzOrhXHb8KM6bMYLy4iKCIGDl9j2diy1LN+2m6682Q0ujnD1tOOdNH8lFx44c0DMYpPeCIKCxpY3Nu1sYWhodkE3tD5byA+Z8/XESe9soiHik/IDLTxzNLVfOzpv93rpKJpPE43GAeBAEyVyPR8IX9rxJcyYREREROdr0dd6Uk1dwPM+rBB4AJhz0V3OBS4GFHX9ODeCw+s33fbZu3cro0aOJRGy8OHPxrCpe3tRIY0sbAP+8YGKORxQui/cZqMs1Vrsg/LY54w7coPn0kDaL762DuzzP46zq4Zw5tZK/rd7Jdx9fzfItic49EiD9rvt8XzjJl8fi1JHl3DCynBvOr2Z1XXovlAdXbKNmZzNPvFHHE2/UES2MMH/iUNbuaKI2se+Az58xKsZ500dw7owRzB5TgUfA1q1bycPXvfstX+6zsHiex5DSKPHBhWzduhU/XjzgXQURj9MmD+PhV7eT8gPOqh7Ot644Pi8XTsQ+i/Mma89bXVltU5d7rLapyy1Wu8Bum7rcY7ktX+TqVZzfdPx3SuYGz/MKgVnA00EQNB3qE/NZEAQ0NzeTq7N5suHiWaO46aH05WbmjKvgxINeuHSdxfsM1OUaq10QftvssfHOd4LPGBWjcoAv55NxqC7P8zhn2gjOrh7OX1fu4LtPrOGVrQmmjSznPSeNzclYeyMfH4vVI8v53AXlfPb8qayq28NDK9JnpKyrb+aZNfUAFBdFWDClknOmj+CcaSM4pmLwAV8jlfLzriss+XifhSHXXRfMHMnDr25n9tgKfvT+ORTpjCXJHXPzplwf39lktU1d7rHapi63WO0Cu23qco/ltnyRq8WTa4MgWOd53ne73HYc4AHLPM8bDfy94+M25WSEAsDYoSXMGVfB0k2NXGPsrBMRcU9JtJAZo8p5dWuSBVOG5Xo4h+R5HufNGMm500ewYkuCcUNLdLmofvI8j+lVMaZXxfjsBdWs3L6HhTW7mDS8lFMnDaO4qCDXQxRDLj9xNGOGlHD8mLgeW5JrmjeJiIiIiORIThZPgiBY183NM4HXgE8B9cD3gTuAiw/1dTzPGwR0fdtxOUAqlSKVSmU+hkgkgu/7B6zCHer2zOVXDnV75ut2vR3Sp0mlUqnO/+16e1cFBQUEQXDA7ZmxHOr2no49G00A33vXcTyzfA0XzhzxpjG62pQRBAFBELzp411u6jrGrp/jehNwwDFmpeng5w4rTRmZzz34OOtP00dOm8CPn17Hu+eNwff9AW/K6GnTcaNjeX8/wYHH08H/hubjY696RCnVI0o7bz/cv09dj7F8burJ7Qc/R6RSqc7vY6Wp68cc6jjLdpPv+8wdF+/8GYfRlK3H3sE/f7EljHmT5kwD91yXeU62Nr+w2GR5zmR5fpHpgkP/3uNaU6Yr0xTWnCnXTRnWmqzPLzJdvu8f9rnDpSawO2fyPK+zKRdzpmw1Zet46uu8KW8uvh4Ewd3A3Zk/e573SWCd53mx4NCbuNwIfPXgG2tqaigrKwMgHo8zatQo6urqSCQSnR9TWVlJZWUlW7dupbm5ufP2qqoqKioq2LBhA62trZ23jxkzhrKyMmpqag648yZOnEhhYSFr1qwhCAJaW1upqamhurqa9vZ21q9f3/mxkUiE6upqmpub2bJlS+ft0WiUSZMmkUgk2L59e+ftpaWljB07loaGBurr6ztvH8gmSB+EM4el33XZ2tpqoiljypQpDBs2jJqams4nHdebpk6dSnt7e+djMfOEYaFp3bp1nV0FBQUmmtavX9/53LFhwwYzTRmRSISqqir27t3L1q1bQ2k6trSZ7108kvbd22goyE3T1KlTqaioOOC5w/X7qbq6mr179x7w3GGhqbm5mc2bN3d2DRo0yERT5jki80tlJBIx0wTp46mqqoo9e/ZQV1dnpikbj72mJueu2iT91Id5k+ZMA/S8EAQBI0eOpL29nQ0bNphoAs2ZXGuyPL8IgoD29nYikYiZJsjOnCkfmqzOmSzPLzLPHZs3bzbTBLbnTBMnTuz8+pnjzPWmbD32+jpv8rquygw0z/MCYGIQBBu6+bs40AhMD4Jg1SE+v7t3UW1paGggFotlPuaoXlVTk5rUpCY1qUlNalKT3aZkMsnQoUMB4od5w5E4rj/zJs2Z1KQmNalJTWpSk5rUdLQ39XXelDeLJ57nfQd4PgiCezv+7nzgUaA8CIKWHn69GJBIJBKdE4GB5Ps+GzZsYMKECZ0PDAusdoHdNnW5xWoX2G1Tl1usdoHdNqtd2ZBMJonH46DFE9PCnDdpzpQ9VtvU5R6rbepyi9UusNumLvdYbgtbX+dNeXPZLmAZ8A3P87aTHtcPgF/0dOEkHwRB+vS2XC5IZYPVLrDbpi63WO0Cu23qcovVLrDbZrVLJCROz5ssH99W29TlHqtt6nKL1S6w26Yu91huyxd5s3gSBMGdnufNAP4M7AH+BHwpt6MSERERERHJH5o3iYiIiIgMjJwungRB4B305xtJb2goIiIiIiIiaN4kIiIiIpILOd3zJGy5vn5vEAQ0NzdTWlqK53lH/gRHWO0Cu23qcovVLrDbpi63WO0Cu21Wu7JBe55Ib2nOlD1W29TlHqtt6nKL1S6w26Yu91huC1tf501aPBERERERcZQWT6S3NGcSERERkaNNX+dNkewN6eiTSqVYvXo1qVQq10MJldUusNumLrdY7QK7bepyi9UusNtmtUtEbB/fVtvU5R6rbepyi9UusNumLvdYbssXWjwJme/7uR5CVljtArtt6nKL1S6w26Yut1jtArttVrtExPbxbbVNXe6x2qYut1jtArtt6nKP5bZ8oMUTERERERERERERERGRLrR4IiIiIiIiIiIiIiIi0oU2jA9REAS0trYSjUbxPG/Av3+2WO0Cu23qcovVLrDbpi63WO0Cu21Wu7JBG8ZLb2nOlD1W29TlHqtt6nKL1S6w26Yu91huC5s2jM8ThYWFuR5CVljtArtt6nKL1S6w26Yut1jtArttVrtExPbxbbVNXe6x2qYut1jtArtt6nKP5bZ8oMWTEPm+z5o1a8xt1GO1C+y2qcstVrvAbpu63GK1C+y2We0SEdvHt9U2dbnHapu63GK1C+y2qcs9ZSMcPAAAIABJREFUltvyhRZPREREREREREREREREutDiiYiIiIiIiIiIiIiISBdaPBEREREREREREREREenCC4Ig12MIjed5MSCRSCSIxWID/v2DIMD3fSKRCJ7nDfj3zxarXWC3TV1usdoFdtvU5RarXWC3zWpXNiSTSeLxOEA8CIJkrscj+U9zpuyx2qYu91htU5dbrHaB3TZ1ucdyW9j6Om/SmScha29vz/UQssJqF9htU5dbrHaB3TZ1ucVqF9hts9olIraPb6tt6nKP1TZ1ucVqF9htU5d7LLflAy2ehMj3fdavX4/v+7keSqisdoHdNnW5xWoX2G1Tl1usdoHdNqtdImL7+Lbapi73WG1Tl1usdoHdNnW5x3JbvtDiiYiIiIiIiIiIiIiISBdaPBEREREREREREREREelCiychi0Rs/kitdoHdNnW5xWoX2G1Tl1usdoHdNqtdImL7+Lbapi73WG1Tl1usdoHdNnW5x3JbPvCCIMj1GELjeV4MSCQSCWKxWK6HIyIiIiKSVclkkng8DhAPgiCZ6/FI/tOcSURERESONn2dN2lpKkRBENDU1ISlBSmw2wV229TlFqtdYLdNXW6x2gV226x2iYjt49tqm7rcY7VNXW6x2gV229TlHstt+UKLJyHyfZ8tW7bg+36uhxIqq11gt01dbrHaBXbb1OUWq11gt81ql4jYPr6ttqnLPVbb1OUWq11gt01d7rHcli+0eCIiIiIiIiIiIiIiItKFFk9ERERERERERERERES60OJJiDzPIxqN4nlerocSKqtdYLdNXW6x2gV229TlFqtdYLfNapeI2D6+rbapyz1W29TlFqtdYLdNXe6x3JYvPEsbynieFwMSiUSCWCyW6+GIiIiIiGRVMpkkHo8DxIMgSOZ6PJL/NGcSERERkaNNX+dNOvMkREEQ0NjYiKUFKbDbBXbb1OUWq11gt01dbrHaBXbbrHaJiO3j22qbutxjtU1dbrHaBXbb1OUey235QosnIfJ9n+3bt+P7fq6HEiqrXWC3TV1usdoFdtvU5RarXWC3zWqXiNg+vq22qcs9VtvU5RarXWC3TV3usdyWL7R4IiIiIiIiIiIiIiIi0oUWT0RERERERERERERERLrQ4kmIPM+jtLQUz/NyPZRQWe0Cu23qcovVLrDbpi63WO0Cu21Wu0TE9vFttU1d7rHapi63WO0Cu23qco/ltnzhWdpQxvO8GJBIJBLEYrFcD0dEREREJKuSySTxeBwgHgRBMtfjkfynOZOIiIiIHG36Om/SmSch8n2f+vp6c5v0WO0Cu23qcovVLrDbpi63WO0Cu21Wu0TE9vFttU1d7rHapi63WO0Cu23qco/ltnyhxZMQBUFAfX09ls7mAbtdYLdNXW6x2gV229TlFqtdYLfNapeI2D6+rbapyz1W29TlFqtdYLdNXe6x3JYvtHgiIiIiIiIiIiIiIiLShRZPREREREREREREREREutDiSYg8zyMej+N5Xq6HEiqrXWC3TV1usdoFdtvU5RarXWC3zWqXiNg+vq22qcs9VtvU5RarXWC3TV3usdyWLzxL10TzPC8GJBKJBLFYLNfDERERERHJqmQySTweB4gHQZDM9Xgk/2nOJCIiIiJHm77Om3TmSYh836e2thbf93M9lFBZ7QK7bepyi9UusNumLrdY7QK7bVa7RMT28W21TV3usdqmLrdY7QK7bepyj+W2fKHFkxAFQUAikcDS2TxgtwvstqnLLVa7wG6butxitQvstlntEhHbx7fVNnW5x2qbutxitQvstqnLPZbb8oUWT0RERERERERERERERLrQ4omIiIiIiIiIiIiIiEgXWjwJked5VFZW4nlerocSKqtdYLdNXW6x2gV229TlFqtdYLfNapeI2D6+rbapyz1W29TlFqtdYLdNXe6x3JYvPEvXRPM8LwYkEokEsVgs18MREREREcmqZDJJPB4HiAdBkMz1eCT/ac4kIiIiIkebvs6bdOZJiHzfZ/Pmzfi+n+uhhMpqF9htU5dbrHaB3TZ1ucVqF9hts9olIraPb6tt6nKP1TZ1ucVqF9htU5d7LLflCy2ehCgIApqbm7F0Ng/Y7QK7bepyi9UusNumLrdY7QK7bVa7RMT28W21TV3usdqmLrdY7QK7bepyj+W2fKHFExERERERERERERERkS60eCIiIiIiIiIiIiIiItKFFk9CFIlEqKqqIhKx9WO12gV229TlFqtdYLdNXW6x2gV226x2iYjt49tqm7rcY7VNXW6x2gV229TlHstt+cKzdE00z/NiQCKRSBCLxXI9HBERERGRrEomk8TjcYB4EATJXI9H8p/mTCIiIiJytOnrvEnLUiHyfZ9169bh+36uhxIqq11gt01dbrHaBXbb1OUWq11gt81ql4jYPr6ttqnLPVbb1OUWq11gt01d7rHcli+0eBKiIAhobW3F0tk8YLcL7Lapyy1Wu8Bum7rcYrUL7LZZ7RIR28e31TZ1ucdqm7rcYrUL7Lapyz2W2/KFFk9ERERERERERERERES60OKJiIiIiIiIiIiIiIhIF9owPkRBENDc3ExpaSme5w34988Wq11gt01dbrHaBXbb1OUWq11gt81qVzZow3jpLc2Zssdqm7rcY7VNXW6x2gV229TlHsttYevrvEmLJyIiIiIijtLiifSW5kwiIiIicrTp67xJl+0KUSqVYvXq1aRSqVwPJVRWu8Bum7rcYrUL7Lapyy1Wu8Bum9UuEbF9fFttU5d7rLapyy1Wu8Bum7rcY7ktX2jxJGS+7+d6CFlhtQvstqnLLVa7wG6butxitQvstlntEhHbx7fVNnW5x2qbutxitQvstqnLPZbb8oEWT0RERERERERERERERLrQ4omIiIiIiIiIiIiIiEgX2jA+REEQ0NraSjQaxfO8Af/+2WK1C+y2qcstVrvAbpu63GK1C+y2We3KBm0YL72lOVP2WG1Tl3ustqnLLVa7wG6butxjuS1s2jA+TxQWFuZ6CFlhtQvstqnLLVa7wG6butxitQvstlntEhHbx7fVNnW5x2qbutxitQvstqnLPZbb8oEWT0Lk+z5r1qwxt1GP1S6w26Yut1jtArtt6nKL1S6w22a1S0RsH99W29TlHqtt6nKL1S6w26Yu91huyxdaPBEREREREREREREREelCiyciIiIiIiIiIiIiIiJdaPFERERERERERERERESkCy8IglyPITSe58WARCKRIBaLDfj3D4IA3/eJRCJ4njfg3z9brHaB3TZ1ucVqF9htU5dbrHaB3TarXdmQTCaJx+MA8SAIkrkej+Q/zZmyx2qbutxjtU1dbrHaBXbb1OUey21h6+u8SWeehKy9vT3XQ8gKq11gt01dbrHaBXbb1OUWq11gt81ql4jYPr6ttqnLPVbb1OUWq11gt01d7rHclg+0eBIi3/dZv349vu/neiihstoFdtvU5RarXWC3TV1usdoFdtusdomI7ePbapu63GO1TV1usdoFdtvU5R7LbflCiyciIiIiIiIiIiIiIiJdaPFERERERERERERERESkCy2ehCwSsfkjtdoFdtvU5RarXWC3TV1usdoFdtusdomI7ePbapu63GO1TV1usdoFdtvU5R7LbfnAC4Ig12MIjed5MSCRSCSIxWK5Ho6IiIiISFYlk0ni8ThAPAiCZK7HI/lPcyYREREROdr0dd6kpakQBUFAU1MTlhakwG4X2G1Tl1usdoHdNnW5xWoX2G2z2iUito9vq23qco/VNnW5xWoX2G1Tl3sst+ULLZ6EyPd9tmzZgu/7uR5KqKx2gd02dbnFahfYbVOXW6x2gd02q10iYvv4ttqmLvdYbVOXW6x2gd02dbnHclu+0OKJiIiIiIiIiIiIiIhIF1o8ERERERERERERERER6SKniyee5w3zPG+953kTutw2y/O8Fz3P2+153s2e53m5G2HveJ5HNBrFoSH3iNUusNumLrdY7QK7bepyi9UusNtmtUukLzRncofVNnW5x2qbutxitQvstqnLPZbb8oWXqw1lPM+rBB4ATgEmBkGwwfO8QcBK4FHgZuD7wO+DIPh5D79mDEgkEglisViWRi4iIiIikh+SySTxeBwgHgRBMtfjkXBpziQiIiIi0n99nTfl8syT33T819XFQBz4XBAENcCXgH8e6IH1VRAENDY2kqsFqWyx2gV229TlFqtdYLdNXW6x2gV226x2ifSB5kwOsdqmLvdYbVOXW6x2gd02dbnHclu+KMzh9742CIJ1nud9t8tts4HngyBo6fjzCmDmob5Ax7uuBnW5qRwglUqRSqUyH0MkEsH3/QMeSIe6PRKJ4HneIW/PfN2utwP4vk8qlWLbtm2UlJRQVFTUeXtXBQUFBEFwwO2ZsRzq9p6OPRtNmZ/ntm3bKCsro6CgwERTRhAE1NbWUlJSQkFBgYmmSCRywGMx0+V6E0BbW9sBXRaaDn7uiEajJpoyUqkU27dvp6ys7IDTSF1uyjj4ucP1poKCgjc9d1hoCoLggOeOwsJCE01d/42ura2lvLy8czyuN2U+5nDPHS42Zet4OnisYo7mTAeNJZ+fvzPPyQc/d7ncBJozudSUud3q/CLTdbjfe1xrynRpzuRGk/X5ReYYKy0tpaioyEQT2J0zeZ7X7b/Rrjdl63jq67wpZ4snQRCs6+bmGLC+y8cEnuelPM8bEgTB7m4+/kbgqwffWFNTQ1lZGQDxeJxRo0ZRV1dHIpHo/JjKykoqKyvZunUrzc3NnbdXVVVRUVHBhg0baG1t7bx9zJgxlJWVUVNTc8CdN3HiRAoLC1mzZg2+79PQ0MDatWuZNm0a7e3trF/fmUMkEqG6uprm5ma2bNnSeXs0GmXSpEkkEgm2b9/eeXtpaSljx46loaGB+vr6ztsHsgno7Mo8kVpoypg0aRKpVIq1a9d2HsyuN02dOpXW1tbOx2IkEjHR1N7eTk1NTWdXYWGhiab169d3HmPr169n2rRpJpoyMr/8t7S0sG3bNhNNkUiEyZMn09bWdsBzh+tN1dXVtLS0HPDcYaGpubmZTZs2dXYVFxebaMo8R/i+3zkuK01A5wuqyWSSHTt2mGjK1vHU1NSE2KU5k1u/D2X+vrW1lU2bNploAs2ZXGqyPr/wfZ/du9NPc1aaQHMml5qszy8yzx2bNm1i8uTJJprA7pwpGo0yfvx49u/ff8Bx5npTto6nvs6bcrbnSecAPC+Azuv3fhMoCoLgc13+fjNwShAEW7v53O7eRbWloaGh8/q9A/0uqrVr1zJlyhRT76LKdFVXV5s882TNmjVMnjzZ3LuoVq9ezZQpU0y9iyrzi1emy0LTwc8dlt4ZBunnj3Xr1jFlyhRz76JavXr1Ac8drjcVFBTQ3t5+wHOHhabMO8Myx5ild4ZB+hirqamhurq6czyuN2U+pqam5pDPHS42Zet4SiaTDB06FLTniWmaM7nx72zmOXnq1KkHPHe53ASaM7nUlLnd6vwi0zVt2rRD/t7jWlOmS3MmN5qszy8yx9jUqVPNnXlicc7keekzTw51nLnalK3jqa/zplxetqs7DcCsg24rB1q7+ViCINgP7M/8OfOPTOZF1a4yd9TBenv7wV+36+2e51FeXk5hYeEBYzmY53m9uj2ssfelKTOuzKltvR17vjZl+L5PWVlZ5z92XbnalPkamcdi16/nchNAYWHhm7pcbzr4uQNsNGV4nkdpaSmRSKTbr+9iE/TtuSPfmzJfuzfPHS40eZ7Xq+cOV5q6/huducSDlabMnw/33OFi05Fu7+vYDzUmMU1zpjx9rss8J/f29558bgLNmY50ez41ZW63Or/IdB3u9x7XmkBzpv6MUfOLcH9vzRxjXY8515sy/9/inAkOf5y52nS42/sz9r7Om/LtzJNzgTuCIJja8XcTgDeAsiAIjnhhMs/zYkAikUh0votKRERERMSqZDJJPB4HnXlimuZMIiIiIiJ919d5U/fLMrnzNBD3PO+DHX/+N+CJnkwC8oHv+9TX13d7qqLLrHaB3TZ1ucVqF9htU5dbrHaB3TarXSIh0ZwpT1ltU5d7rLapyy1Wu8Bum7rcY7ktX+TV4kkQBO3AtcDtnufVAVeQngw4IQgC6uvryfXZPGGz2gV229TlFqtdYLdNXW6x2gV226x2iYRBc6b8ZbVNXe6x2qYut1jtArtt6nKP5bZ8kfM9T4Ig8A76832e500F5gELgyDYmZuRiYiIiIiI5J7mTCIiIiIiAy/niyfdCYJgK7A11+MQERERERHJR5oziYiIiIhkV15dtst1nucRj8fxPO/IH+wQq11gt01dbrHaBXbb1OUWq11gt81ql4jYPr6ttqnLPVbb1OUWq11gt01d7rHcli88S9dE8zwvBiQSiQSxWCzXwxERERERyapkMkk8HgeIB0GQzPV4JP9pziQiIiIiR5u+zpt05kmIfN+ntrYW3/dzPZRQWe0Cu23qcovVLrDbpi63WO0Cu21Wu0TE9vFttU1d7rHapi63WO0Cu23qco/ltnyhxZMQBUFAIpHA0tk8YLcL7Lapyy1Wu8Bum7rcYrUL7LZZ7RIR28e31TZ1ucdqm7rcYrUL7Lapyz2W2/KFFk9ERERERERERERERES60OKJiIiIiIiIiIiIiIhIF1o8CZHneVRWVuJ5Xq6HEiqrXWC3TV1usdoFdtvU5RarXWC3zWqXiNg+vq22qcs9VtvU5RarXWC3TV3usdyWLzxL10TzPC8GJBKJBLFYLNfDERERERHJqmQySTweB4gHQZDM9Xgk/2nOJCIiIiJHm77Om3TmSYh832fz5s34vp/roYTKahfYbVOXW6x2gd02dbnFahfYbbPaJSK2j2+rbepyj9U2dbnFahfYbVOXeyy35QstnoQoCAKam5uxdDYP2O0Cu23qcovVLrDbpi63WO0Cu21Wu0TE9vFttU1d7rHapi63WO0Cu23qco/ltnyhxRMREREREREREREREZEutHgiIiIiIiIiIiIiIiLShRZPQhSJRKiqqiISsfVjtdoFdtvU5RarXWC3TV1usdoFdtusdomI7ePbapu63GO1TV1usdoFdtvU5R7LbfnCs3RNNM/zYkAikUgQi8VyPRwRERERkaxKJpPE43GAeBAEyVyPR/Kf5kwiIiIicrTp67xJy1Ih8n2fdevW4ft+rocSKqtdYLdNXW6x2gV229TlFqtdYLfNapeI2D6+rbapyz1W29TlFqtdYLdNXe6x3JYvtHgSoiAIaG1txdLZPGC3C+y2qcstVrvAbpu63GK1C+y2We0SEdvHt9U2dbnHapu63GK1C+y2qcs9ltvyhRZPREREREREREREREREutDiiYiIiIiIiIiIiIiISBfaMD5EQRDQ3NxMaWkpnucN+PfPFqtdYLdNXW6x2gV229TlFqtdYLfNalc2aMN46S3NmbLHapu63GO1TV1usdoFdtvU5R7LbWHr67xJiyciIiIiIo7S4on0luZMIiIiInK06eu8SZftClEqlWL16tWkUqlcDyVUVrvAbpu63GK1C+y2qcstVrvAbpvVLhGxfXxbbVOXe6y2qcstVrvAbpu63GO5LV9o8SRkvu/neghZYbUL7Lapyy1Wu8Bum7rcYrUL7LZZ7RIR28e31TZ1ucdqm7rcYrUL7Lapyz2W2/KBFk9ERERERERERERERES60OKJiIiIiIiIiIiIiIhIF9owPkRBENDa2ko0GsXzvAH//tlitQvstqnLLVa7wG6butxitQvstlntygZtGC+9pTlT9lhtU5d7rLapyy1Wu8Bum7rcY7ktbNowPk8UFhbmeghZYbUL7Lapyy1Wu8Bum7rcYrUL7LZZ7RIR28e31TZ1ucdqm7rcYrUL7Lapyz2W2/KBFk9C5Ps+a9asMbdRj9UusNumLrdY7QK7bepyi9UusNtmtUtEbB/fVtvU5R6rbepyi9UusNumLvdYbssXWjwRERERERERERERERHpQosnIiIiIiIiIiIiIiIiXWjxREREREREREREREREpAsvCIJcjyE0nufFgEQikSAWiw349w+CAN/3iUQieJ434N8/W6x2gd02dbnFahfYbVOXW6x2gd02q13ZkEwmicfjAPEgCJK5Ho/kP82Zssdqm7rcY7VNXW6x2gV229TlHsttYevrvElnnoSsvb0910PICqtdYLdNXW6x2gV229TlFqtdYLfNapeI2D6+rbapyz1W29TlFqtdYLdNXe6x3JYPtHgSIt/3Wb9+Pb7v53ooobLaBXbb1OUWq11gt01dbrHaBXbbrHaJiO3j22qbutxjtU1dbrHaBXbb1OUey235QosnIiIiIiIiIiIiIiIiXWjxREREREREREREREREpAstnoQsErH5I7XaBXbb1OUWq11gt01dbrHaBXbbrHaJiO3j22qbutxjtU1dbrHaBXbb1OUey235wAuCINdjCI3neTEgkUgkiMViuR6OiIiIiEhWJZNJ4vE4QDwIgmSuxyP5T3MmERERETna9HXepKWpEAVBQFNTE5YWpMBuF9htU5dbrHaB3TZ1ucVqF9hts9olIraPb6tt6nKP1TZ1ucVqF9htU5d7LLflCy2ehMj3fbZs2YLv+7keSqisdoHdNnW5xWoX2G1Tl1usdoHdNqtdImL7+Lbapi73WG1Tl1usdoHdNnW5x3JbvtDiiYiIiIiIiIiIiIiISBdaPBEREfn/7N13mBvV2Tbw+2jttXHZBWPcaMYFh04IPbQQSggBQu8JYEKooX6UBOyYmpBASAiBJLSX0DEhYCBgSgxvKAmvaabZxjbFxhXbkr1uuzvP98cjrbRrrVbSjjRznr1/16XL3tmRdO6dIp05c84hIiIiIiIiIiLKwcaTEDnnUFtbC+dc1EUJldVcgN1szOUXq7kAu9mYyy9WcwF2s1nNRUS2j2+r2ZjLP1azMZdfrOYC7GZjLv9YzhYXztKEMs65OgDJZDKJurq6qItDRERERFRRqVQK9fX1AFAvIqmoy0PxxzoTEREREXU15dab2PMkRCKCpUuXwlKDFGA3F2A3G3P5xWouwG425vKL1VyA3WxWcxGR7ePbajbm8o/VbMzlF6u5ALvZmMs/lrPFBRtPQhQEAebNm4cgCKIuSqis5gLsZmMuv1jNBdjNxlx+sZoLsJvNai4isn18W83GXP6xmo25/GI1F2A3G3P5x3K2uGDjCRERERERERERERERUQ42nhAREREREREREREREeVg40mInHPo3bs3nHNRFyVUVnMBdrMxl1+s5gLsZmMuv1jNBdjNZjUXEdk+vq1mYy7/WM3GXH6xmguwm425/GM5W1w4SxPKOOfqACSTySTq6uqiLg4RERERUUWlUinU19cDQL2IpKIuD8Uf60xERERE1NWUW29iz5MQBUGARYsWmZukx2ouwG425vKL1VyA3WzM5ReruQC72azmIiLbx7fVbMzlH6vZmMsvVnMBdrMxl38sZ4sLNp6ESESwaNEiWOrNA9jNBdjNxlx+sZoLsJuNufxiNRdgN5vVXERk+/i2mo25/GM1G3P5xWouwG425vKP5WxxwcYTIiIiIiIiIiIiIiKiHGw8ISIiIiIiIiIiIiIiysHGkxA551BfXw/nXNRFCZXVXIDdbMzlF6u5ALvZmMsvVnMBdrNZzUVEto9vq9mYyz9WszGXX6zmAuxmYy7/WM4WF87SmGjOuToAyWQyibq6uqiLQ0RERERUUalUCvX19QBQLyKpqMtD8cc6ExERERF1NeXWm9jzJERBEGDu3LkIgiDqooTKai7Abjbm8ovVXIDdbMzlF6u5ALvZrOYiItvHt9VszOUfq9mYyy9WcwF2szGXfyxniws2noRIRJBMJmGpNw9gNxdgNxtz+cVqLsBuNubyi9VcgN1sVnMRke3j22o25vKP1WzM5ReruQC72ZjLP5azxQUbT4iIiIiIiIiIiIiIiHKw8YSIiIiIiIiIiIiIiCgHG09C5JxD//794ZyLuiihspoLsJuNufxiNRdgNxtz+cVqLsBuNqu5iMj28W01G3P5x2o25vKL1VyA3WzM5R/L2eLCWRoTzTlXByCZTCZRV1cXdXGIiIiIiCoqlUqhvr4eAOpFJBV1eSj+WGciIiIioq6m3HoTe56EKAgCfPnllwiCIOqihMpqLsBuNubyi9VcgN1szOUXq7kAu9ms5iIi28e31WzM5R+r2ZjLL1ZzAXazMZd/LGeLCzaehEhE0NDQAEu9eQC7uQC72ZjLL1ZzAXazMZdfrOYC7GazmouIbB/fVrMxl3+sZmMuv1jNBdjNxlz+sZwtLth4QkRERERERERERERElIONJ0RERERERERERERERDnYeBKiRCKBQYMGIZGw9We1mguwm425/GI1F2A3G3P5xWouwG42q7mIyPbxbTUbc/nHajbm8ovVXIDdbMzlH8vZ4sJZGhPNOVcHIJlMJlFXVxd1cYiIiIiIKiqVSqG+vh4A6kUkFXV5KP5YZyIiIiKirqbcehObpUIUBAFmzpyJIAiiLkqorOYC7GZjLr9YzQXYzcZcfrGaC7CbzWouIrJ9fFvNxlz+sZqNufxiNRdgNxtz+cdytrhg40mIRARr1qyBpd48gN1cgN1szOUXq7kAu9mYyy9WcwF2s1nNRUS2j2+r2ZjLP1azMZdfrOYC7GZjLv9YzhYXbDwhIiIiIiIiIiIiIiLKwcYTIiIiIiIiIiIiIiKiHJwwPkQigoaGBvTu3RvOuaq/f6VYzQXYzcZcfrGaC7Cbjbn8YjUXYDeb1VyVwAnjqVSsM1WO1WzM5R+r2ZjLL1ZzAXazMZd/LGcLW7n1JjaeEBERERF5io0nVCrWmYiIiIioqym33sRhu0LU3NyMadOmobm5OeqihMpqLsBuNubyi9VcgN1szOUXq7kAu9ms5iIi28e31WzM5R+r2ZjLL1ZzAXazMZd/LGeLi9hYq74VAAAgAElEQVQ1njjnbnXOSc7j06jLVIogCKIuQkVYzQXYzcZcfrGaC7Cbjbn8YjUXYDeb1VxEYfG53mT5+Laajbn8YzUbc/nFai7Abjbm8o/lbHHQLeoC5PEtAAcDeD39M5vOiIiIiIiIWmO9iYiIiIiogmLVeOKc6wZgawCvisjyqMtDREREREQUN6w3ERERERFVXqwmjHfOfRPAqwDmA9gQwCsAzhCRL4p8fqSTH4oI1qxZg9raWjjnqv7+lWI1F2A3G3P5xWouwG425vKL1VyA3WxWc1UCJ4zvmjpTb2KdqXKsZmMu/1jNxlx+sZoLsJuNufxjOVvYyq03xarnCYAtAXwI4DwAiwD8AcCfARyUb2XnXA8APXIW9QV0spzMRDnOOSQSCQRBgNyGovaWJxIJOOfaXd52Ap5EQqeNyayfWaempqZlea6amhqISKvlmbK0t7zYslciE4CWXJnnWsiU+/o1NTVobm5udZLxOVOmjJnnZHL5nglAS57MvxYytT13dOvWzUSmDBExlymzvO25w/dMmeMp9xizkin33JFIJExkyv2MzqxrJVNGoXOHj5kqdTxxcsguq+h6E+tM1TsviEi75zRfM2Ven3UmPzJlllutX2RyZf5vIVMmi6XtlLvcap3Jav0ic4wFQVDwfOhTJsBunSlTZ2/vOPM1U6WOp3LrTbFqPBGRBwA8kPnZOXcugJnOuTrJ3yJ0BYCxbRfOmDEDffr0AQDU19dj8ODBmD9/PpLJZMs6/fv3R//+/TFnzhw0NDS0LB80aBDWXXddfPbZZ1izZk3L8o022gh9+vTBjBkzWm28zTbbDN26dcP06dMRBAEWL16Mfv36YdSoUWhqasKsWbNa1k0kEth8883R0NCA2bNntyyvra3FsGHDkEwmMW/evJblvXv3xsYbb4zFixdj0aJFLcurmQlAS66dd94ZImIiU8awYcMwbdq0lg87C5lGjhyJ1atX4+2330a/fv1asvmeqampCTNmzGg5xrp162Yi06xZs1qOsQ022ACjRo0ykSnDOW14HTJkCL766isTmRKJBIYPH46PPvoI3bp1azl3+J5p8803x/Lly/H++++3nDssZGpoaMAXX3zRcu7o2bOniUyZc0QQBEgmk9h5552xbNkyE5kAoHv37mhsbMSAAQOwYMECE5kqdTwtX84Rm7qiEutNrDNV6byQ+f3QoUPxxRfZTkA+ZwJYZ/Ipk/X6RRAEWLJkCXbddVesXLnSRCaAdSafMlmvX2TOHYMHD8bw4cNNZALs1plqa2ux6aab4oMPPkBtbW3LceZ7pkodT+XWm2I1bFdbzrl6AEsBfENEpub5fb67qGYvXry4pQt6NVvVmpub8emnn2LEiBHo3r17y/JcPt7Jksm1+eabo6amxkSmDBHB9OnTMXz48JY733zPlEgk0NzcjGnTpmHEiBEtuXzPBACNjY0tx1hNTY2JTG3PHbW1tSYyZTQ3N2PmzJkYMWJEy10QvmfKmDZtWqtzh++Zampq0NTU1OrcYSGTiLQ6d2Qqb75nyv2MnjFjBjbffPOW8vieKbPOjBkz2j13+JipUsdTKpVCv379AA7b1aUVqjexzlS980LmnDxy5MhW5y6fMwGsM/mUKbPcav0ik2vUqFHtfu/xLVMmF+tMfmSyXr/IHGMjR45E9+7dTWQC7NaZnNOG1/aOM18zVep4KrfeFKueJ865mwG8KSKPphftBCAA8GW+9UVkNYDVOc8HgJaLqrkyG6qtUpe3fd22yxOJRMsFp/bWd86VtDysspebKfNc51zJZY9zJiA7DFS+fcbXTJkyZvbF3N/7nCmzvG0uC5kyr2ctUy5rmco5d8Q9E1D6ucOXTLnnjsx7WciU+3O+5eWWMQ6ZOlrOTNnl7ZWJbCul3sQ6U3XPC6wzFV4el0yZMlqtM2Vez2L9oqPvcj5myrCWyXKdyXL9IpFImMuU+Tnf8nLLGIdMQOHjzNdMhZZ3puzl1pti1XgC4F0A1znn5kHLdiuAe0VkRbTFIiIiIiIiig3Wm4iIiIiIKix2w3Y5524AcCaAZQCeAPBzEWko/KyW59YBSCaTyZYu6NWU6VKU6aVhhdVcgN1szOUXq7kAu9mYyy9WcwF2s1nNVQmpVAr19fUAh+3qcsqtN7HOVDlWszGXf6xmYy6/WM0F2M3GXP6xnC1s5dab8vdpiZCIXCEi64nIJiJyfrENJ3HR1NQUdREqwmouwG425vKL1VyA3WzM5ReruQC72azmIgqLz/Umy8e31WzM5R+r2ZjLL1ZzAXazMZd/LGeLg9g1nvgsCALMmjUr7yRZPrOaC7Cbjbn8YjUXYDcbc/nFai7AbjaruYjI9vFtNRtz+cdqNubyi9VcgN1szOUfy9nigo0nREREREREREREREREOdh4QkRERERERERERERElIONJyFLJGz+Sa3mAuxmYy6/WM0F2M3GXH6xmguwm81qLiKyfXxbzcZc/rGajbn8YjUXYDcbc/nHcrY4cCISdRlC45yrA5BMJpOoq6uLujhERERERBWVSqVQX18PAPUikoq6PBR/rDMRERERUVdTbr2JTVMhEhEsX74clhqkALu5ALvZmMsvVnMBdrMxl1+s5gLsZrOai4hsH99WszGXf6xmYy6/WM0F2M3GXP6xnC0u2HgSoiAIMHv2bARBEHVRQmU1F2A3G3P5xWouwG425vKL1VyA3WxWcxGR7ePbajbm8o/VbMzlF6u5ALvZmMs/lrPFBRtPiIiIiIiIiIiIiIiIcrDxhIiIiIiIiIiIiIiIKAcbT0LknENtbS2cc1EXJVRWcwF2szGXX6zmAuxmYy6/WM0F2M1mNRcR2T6+rWZjLv9YzcZcfrGaC7Cbjbn8YzlbXDhLE8o45+oAJJPJJOrq6qIuDhERERFRRaVSKdTX1wNAvYikoi4PxR/rTERERETU1ZRbb2LPkxCJCJYuXQpLDVKA3VyA3WzM5ReruQC72ZjLL1ZzAXazWc1FRLaPb6vZmMs/VrMxl1+s5gLsZmMu/1jOFhdsPAlREASYN28egiCIuiihspoLsJuNufxiNRdgNxtz+cVqLsBuNqu5iMj28W01G3P5x2o25vKL1VyA3WzM5R/L2eKCjSdEREREREREREREREQ52HhCRERERERERERERESUg40nIXLOoXfv3nDORV2UUFnNBdjNxlx+sZoLsJuNufxiNRdgN5vVXERk+/i2mo25/GM1G3P5xWouwG425vKP5Wxx4SxNKOOcqwOQTCaTqKuri7o4REREREQVlUqlUF9fDwD1IpKKujwUf6wzEREREVFXU269iT1PQhQEARYtWmRukh6ruQC72ZjLL1ZzAXazMZdfrOYC7GazmouIbB/fVrMxl3+sZmMuv1jNBdjNxlz+sZwtLth4EiIRwaJFi2CpNw9gNxdgNxtz+cVqLsBuNubyi9VcgN1sVnMRke3j22o25vKP1WzM5ReruQC72ZjLP5azxQUbT4iIiIiIiIiIiIiIiHKw8YSIiIiIiIiIiIiIiCgHG09C5JxDfX09nHNRFyVUVnMBdrMxl1+s5gLsZmMuv1jNBdjNZjUXEdk+vq1mYy7/WM3GXH6xmguwm425/GM5W1w4S2OiOefqACSTySTq6uqiLg4RERERUUWlUinU19cDQL2IpKIuD8Uf60xERERE1NWUW29iz5MQBUGAuXPnIgiCqIsSKqu5ALvZmMsvVnMBdrMxl1+s5gLsZrOai4hsH99WszGXf6xmYy6/WM0F2M3GXP6xnC0u2HgSIhFBMpmEpd48gN1cgN1szOUXq7kAu9mYyy9WcwF2s1nNRUS2j2+r2ZjLP1azMZdfrOYC7GZjLv9YzhYXbDwhIiIiIiIiIiIiIiLKwcYTIiIiIiIiIiIiIiKiHGw8CZFzDv3794dzLuqihMpqLsBuNubyi9VcgN1szOUXq7kAu9ms5iKinOO7sTHqooTO6rmLufxjNRtz+cVqLsBuNubyj+VsceEsjYnmnKsDkEwmk6irq4u6OEREREREFZVKpVBfXw8A9SKSiro8FH+R15lEgHHjgJdeAp57Dujdu/plICIiIqIupdx6E3uehCgIAnz55ZcIgiDqooTKai7Abjbm8ovVXIDdbMzlF6u5ALvZrOYiIiCYPRvB734H/PvfwA9/CKxaFXWRQmP13MVc/qlqtlQKWL06+/NrrwFnngmMGQMkk6G+ldVtxlz+sZqNufxjOVtcsPEkRCKChoYGWOrNA9jNBdjNxlx+sZoLsJuNufxiNRdgN5vVXEQEyJAh+OLPf4b06QO8+CJw1FHAmjVRFysUJs9dIsDFF6PX1VdDjF2YMbm90kLPtnw58OSTwJVXAqecAuy/P7DFFkDfvkB9PfDyy9l1Z8wA/vxn4JprgK22Ap59NpwywO42Yy7/WM3GXBU2eTLw/vuhvmRsshnGxhMiIiIiIiKqmlXbb4/gySeBnj2BZ54BTjwRaGqKuliUzwsvIHHLLVj/zjuBd96JujRUTbmNZXffrT3FrrsO+J//0YbPTz7RRhUAmDcvu+6OOwK/+AUwfDgwZw5w8MHAj38MLFlS3fJbxQukRH564AFg552BU0/ldx7PsPGEiIiIiIiIqmvvvYF//AOorQXGjwdOO631xVqKh5tuyv7fSA8hasfq1cALLwAXXghsvrk2mGR8//vAsGHAGWcAN9wA3Hef9jaZOlUbUE49NbvullsC116rd1dfeCHgnK6/5ZbAU09VP5clqZT+HTfeGPjDH4CVK6tfhrlzgYceAmbNqv57E/lozhz9jiMC1NUBb78N/PGPUZeKSsDGkxAlEgkMGjQIiYStP6vVXIDdbMzlF6u5ALvZmMsvVnMBdrNZzUVEbY7vAw8EHn0UqKkB/vY34F//irp4nWLu3PX++8DEiQCA1HvvIbH77hEXKFzmtleOorOtXAnceaf2Kll/feCAA4BbbgGmT2893NaIEcCnn+pwXJdfDpx8MvCd72gjS+/e+V+7Vy/g5pt1fqNRo7R3yptvVieXZ4rOdeON2uNn9mzg/POBzTbTv3FDQ+UL+fXXwKWXao+iE04ARo7UXoOp9udctrq9AI+yJZPABx8Uvbo3uUoUaa5HHwXuuUfPnzfeqMuuvBL48stQXt7qNosTZ2lMNOdcHYBkMplEXV1d1MUhIiIiIqqoVCqF+vp6AKgXkfavYBClxbLO9MgjegHuJz+JuiSU65RTdIimY47RbUS2rFmjDZiTJmWXDRqkvUwOPhjYbz+9SzoMq1ZpT4mf/UyH6wOAZct0zhQqzpw52mCxciVw9tk65OHnn+vvnnoKOOSQyrxvKqUNNDffrNsMADbdVN976621kdW5zr1HUxPwn/9oL6YDDuj861HWNdcAY8YAl10G/OpXUZema9plF+C//9XeJmedBey1F/Daa8Bhh2kPXKqacutNbJYKURAEmDlzJgJj3c2t5gLsZmMuv1jNBdjNxlx+sZoLsJvNai4iauf4PvbY1g0nUQxFEwJT566vvgIefBAAEFx4oeaaNw944omICxYeU9urjaKyrVmjvUb69gWuvlonMp4zB7jrLuCII8JrOAG0weTSS7MNJ01NwL77AkcdBcyfX/TLWN1mReVavhz41reAb39bL8JOn57dVj/4QXa9117T3gZhefxxYNw4bTjZfnvg6ad1yK7Jk4Hbbss2dDQ0AAcdpOeIdI6CuWbN0jvxjzhCez3tsQfwve9pTygPeLEvLl2qjV4A8M1v6r8dfL56kasMkeWaMUMbThIJ4Oij9d8//xno1g148slQGk+sbrM4YeNJiEQEa9asgaXePIDdXIDdbMzlF6u5ALvZmMsvVnMBdrNZzUVERRzfCxcCu+8OXH99dQsWAlPnrq++0qGW9twTstNOCGbPhtt4Y734kzs5uMdMba82isrWp49evHvjDeCqq4AddtALe9Xw5pvAu+/qhfmtttJ/i2B1mxWVa9Qo4NVXgQkTtMGie3edR+Hxx7MNGMuX693sQ4cCv/wlsGRJ6YVZvRr4+OPszyefrL1aHn1UG0wOPljfb4cd9A76jLvuAp57ThtDttwSuOsuyKpVa+datEiHexs2DDjzTG1sSaWyDXmZBraY82Jf/MMftAFlyy31b/6d72iPwgK8yFWGyHJlem1+97vAgAH6/6220sZkADj33GyPrjJZ3WZx0i3qAhAREREREREB0OFn3n1XH716ARdcEP57vP22DhHTo4c+evbU4WdGjdLfr1wJTJuW/d3GG+u8LF3JjjvqcDxffw0AaBowQO96/89/gAceAC6+OOICUtk+/xzYZBO9AF5Toxfyqm2PPYC33tKJ5t99V3ufvfaaDm9D7XMOWG+99n//xRd6gfbjj7W3yM0360XbgQN1+dFHA9tso+s2NGhjy/rr613wTU3Afffp84DsObBbNz0vd+S444AFC7Q3ytSpwOmnIzFmDAbstx/csGHA2LG63vrr6zBu3boBu+2mw3QdeKD2almwANhww879jUgtXQr87nf6/zFj9O89aZLuQ1ddpZ95VHkPP6z/Hndc6+VXXqlzip1+evvzRoVtyRLg9de1hxjnRykJ/1pEREREREQUD6NH6x3TAHDhhTq8RZj+8Q9gp510zoDRo4GTTtKhg8aPz64zdapeyNtiC52QeZ99Woah6VKcA/r3b/lRfvxj/c+99wK8w9VP06fr8D2jR2sPgyhtv70OZ3P00UBzM/CjHwErVkRbpjh65RW9S72YXiRbbglMmaJ3u2+9td7R/o9/6Hn0mmu0QSTj2Wd1jpvaWmCDDbTRYvRobYBpatJ9pRQDBgDXXqvP/+1vgQ03hPvqK/S77z643/9etzGg55WnntKG2Vdf1YvIO+2kPWlyG0664jk3TL//fbbXSabR7Kij9Nx9zTVRl65r+PBDPR67dwcOP7z179ZZR89/P/1pdRoyVq7UhtQf/IBz35SBjSchSiQS2GijjZAw1oJnNRdgNxtz+cVqLsBuNubyi9VcgN1sVnMRUZHH95gx2SEtzjoLuOeecN789deB44/Xi3K77pqdFHuPPXQC5FyDBukd3okE8O9/Z+8eLcDEuaupSeccaGhoWZTJ5Y47Tu9E/+AD7b1TLStW6JBAU6aE+rImtlc78mZLJoFDD9WL8B9/HI8GsO7d9cL+kCF6Yf/yywuuXvQ2a27WCdXTPafirt1cQQBccgnwm98Uf8G7pgY45hjgvff0zvbbbtNeH2efrQ3CGcmkNmSI6FBaCxZor5Df/hb49NPyeyb07as902bOhNx1FxpPPlnL3tiYXWf77QvPqTNxol7s/+yz8spQBbE+f+T2Ohk7NntxfswY/fexx/Q8nkesc3VCJLnmz9fh0r73vfw9xjLD7QH6mdvUVNbbFJXtvPOAd97R/19zjc45REVzlsZEc87VAUgmk0nUhTm5GRERERFRDKVSKdTX1wNAvYikoi4PxZ83dSYR4PzzgVtv1QsM99wDZHo+lOvkk4H779c7L594Qocx6cj11wO/+IU2rnzyiTfj8Zftscf0wuvIkZq37cWY44/XhqRzz9VtUw0nntgyeT123RU44wwtY7WGOrGguVn3++eeAzbaSIfMGjQo6lJlPf+8XmAcOFD3u3XXLf+1RLTR9c9/1qH4Jk/2d195+GE95vr00YmnM3MmhKWpSRuYFi7UC+7bbaeNH1ES0d5+r74K7Lsv8MIL5d+ZHwTa+0a/J3Udr78O/PCH2qNoypTWf7+jj9aelscck52PgypHRPfBQt+3nn9eP9cuuEB73Ibtnnt0fiTn9JxYWwv87W/AttuG/14xV269yVZTYsSam5sxbdo0NGe6IxphNRdgNxtz+cVqLsBuNubyi9VcgN1sVnMRUQnHt3M67MjZZ+vFh7FjddiJzrjnHuCGG/SCZDENJ4BezNhwQ50n4rbbCq7q/blLBLjpJv3/cce1XHBrlSsz2fCDD1Zn2KcvvtBhhxIJ3WZvvqkXgYYM0X3jyy/Lfmnvt1cBa2W77DJtOFlnHZ0kPk4NJ4DOeXHnnXqht0DDSVHb7JZbssP9pVKdnoy5GvLmWr0a+PnP9f+XXRZ+wwmgx9TAgdrLZI89Qm84KesYc057mq2zDvDyy8Add5T75jqfxD77FDfkWckvX0K2RYtCf/+Cdt9dexY8/vjaDU8d9D6xel6MLJdzhRtOAP0c++ILnYvmiy9KfouC2d59Vz8rAeDqq7VRcvLkLtlw0hlsPAlZYHRcRqu5ALvZmMsvVnMBdrMxl1+s5gLsZrOai4hKOL6dA/74R72g8PLLejGtVKtWZYcn6tZNhwUq5S70Xr2yw+VMnNjhUEeRnbtWr9aLxuefX/5cAa+/rhPC9+gBnHNOq1+15NpvP224WL68OkN3bbKJXlD/61+B2bN1rPbhw/WieAjz4Vj+rGnJdu+92Uax//kfYIcdIitTQaNH653yHSi4zSZM0CGjAO198sUX8WsoasdauW6/XS+ADx5cmbvRq6SsY2zECODXv9b/X3opMHNmac9vbNT5rO65B3j/fT23Afp58MQToQ1Z12G2IADOPFP362rPM9G7N/CNb6y9PHfuk3bOoVbPi1XN9eGHur8V47TTtPGyoUE/e8vYP9vNNmeOfvf5/ve1MXaDDYq/eYRasPGEiIiIiIiI4sk5vVty2LDssnnzinvumjXAIYfohKxljiUOQCeyfuopvXM/d4zyOAgCHX5j1Cht5Dn++PKHuMlcYD/5ZL0bPZ+aGh3y5auvgN12K+99SjVsmF5cGjhQ78CfNg146SUdUm3jjbPrHXusDn0yeXL4ZXjpJe0Z4dtFxYULsw1hY8bokD0+ePhhnbOkFO++q/u/iO4Ht93W+iJhGD2lli8HJk2q/H6wdKlOvg4A48b5O+xYZ5xzDrD33npB+bTTiv+br16t+3mmh+Gjj+r8VoAOwXjEEbqfLF5cubIDWt4zzsg2UIwb16meckVZuhT4+987/lv98pfaqJqZF4Vaa2jQfeXJJ8t7fhAABx2kn1nFfB4lErqfdO8OPP20NvCF5eCDgf/7P+C++1p/N1i9Ws8x48aF916GsfGEiIiIiIiI/DBhArDZZtk5MNoTBHrB7cUXdd1PPy3/PWtqtBEmbg0nEydqL4If/UiHFVt33fLLOH26Do8FABddVHjd3XbTiaUr6dVX9SJ1PomEzoVw2WXZZV9+qcPQ/PWvwI47AtddF15ZJk8GDjgA+MlP9G+dO/F13G2wgV4AHD1ah77zwQMP6MXtU0/VScyLsWIFcOihetFzv/20x1rmWFi9Woff+853OrftFi7Uff873wml11NBN96oc5FssYX+HbqiRAK4+25tOHrlFeBPf+r4OStWAIcdpvt8jx56TjvyyOzv+/XT8/kjj+iwRS++WJmyi+j54q67NMfw4doLITMMW6XccovmPeGEwutttZXOIcYeCK1lenzceqs2zp9/vu5TpXr99WxD2VZbFfecLbfUXlaATu6e6uQ0hrm9XkaNWvsz++WXtVfvtdcCH33UuffqCkTEzANAHQBJJpMShSAIZNWqVRIEQSTvXylWc4nYzcZcfrGaS8RuNubyi9VcInazWc1VCclkUgAIgDqJwfdxPuL/8L7OdM45IoBIIiHy4IPtr3fZZbpet24i//xnee+VTyol8uijeX9VtXPX5Mki++2n+QCR+nqRG24QWbEiu87bb4ucd55Ic3Nxr3n22fpa3//+Wr8qmGvZsjJDFLBsmcimm2p5Hn64uOcEgcikSSLHHpv9u9xySwdPKXJ7BYHIIYdkX/eww0RWriyuXGFYs0bkr38V2WknkT33bP03X7JEpKkpT5E9/hxdtUpk6631b3344fr3TyuY67HHRHbYQf8muT7/XI8RQOQXvyivTAsWZMsE6DYJ0Vq5Zs8WGT1aZMKEUN+n2kLZD//4R/2bn3pq4fVSKZG999Z1e/USefHF/Ov9978im2+e3Zbnn9/63FmkDrNdf71ITY3IQw+JvPWWvle/fiKLFpX8XkVZsiS7n7fzGZXX6tW6f6d5fe4ooMNc998vctBBIg0N+thkE/1bjhlT+ptlvqf8+MelPW/FCpERI/S5551X9NPWyvbKKyJDhoi8/HLhJ2Y+1/bZp9V51rJy602Rf3kP8xGHikBTU5PJk4zFXCJ2szGXX6zmErGbjbn8YjWXiN1sVnNVAhtP+Cj14X2dqblZ5PTTpaUB5aGH1l7nD3+Qlgtj997buQLnWrpUZNAgfd233lrr11U7d33ve1qG2lqRiy5a+2JcMqkX6QCRCy/s+KJIEIiceKKIc3kvtuTN9dFHIrvtpheUw8577rla9k03La9x5pe/zG7/u+5qd7WSt9eECSI9e+rrfve7lWk4ytXYqPvvsGHZPOuu2/rvfeihIj16iGyzjcjRR4tcdZXIAw9IcMEF0vTxx/5+jr7zjkj37pr5vvtaFne4zdprLHz0UX0t50Reeqm0suQ2nAweLDJ1amnPL4LV7z2h5Gpubr8hJNdnn4lstJFI374i//u/hdddvlzkrLOyx9WWW4p8+GFJxSoq20cfZf//t79VruFERC/yA7qvFttoPnGiNhIcc0zLoi65L44frw1duY3u48frzz16iMyYUfwbNTaKDBigzy3nxo0XXtDnHn100duxVbavvsp+T+mo8WbmTJF11tF177+/9LJ6iI0nMagINDU1yccffyxNee788JnVXCJ2szGXX6zmErGbjbn8YjWXiN1sVnNVAhtP+Cj1YaLO1Nwsctpp0tKAkts7Yfx4vUAKiFx3XecL3NZJJ0l7d2pW7Ny1cKHI119nf373XW3smDWr/ef87W/ScmHwxhuLe5+ZM/M2hOTNtWRJtiHh//6vuNcvxquvZss9cWJ5rxEEIhdfLC0Xy9vpvVJwe02dKnLKKWvfkf6vf4n06aOvveuuIosXl1fGQpqbtVfVqDRsSOQAACAASURBVFHZv8WAASI33bT2xbjc3hBtHo39+0tTRMd5KK69Vlp6Vn3xhYjk2Wa33iry5ZfFvd5PfiItDSALFxb3nEINJ6tWifz0pyLvv19CqPxaci1f3unXipOqf5+bOlV7lhTrmWdEBg4UqavTxpcSrJWtqUl7m6RSJb1OKBYv1gyA9sAq1nvvZc+TU6aIiGffwZ94QnsCvvBCh6u2m+vpp7MNtaeckm2wCIJsD89DDy2+TJnGj/XXL7+H2uTJrX+ePbvg6i3ZVq0S2Wsvff+tttJGwo5cd52uP3Dg2r32KiHkXnulKrfexDlPiIiIiIiIyB+JhM5tceqpOrfJiSfqfBeLFuk47iLAWWcBV1wR/ntfe62OpT9pEvDss+G/flv33qvj5Y8Zk1223XbA/fcDQ4e2/7yTTgJ++1v9/6WX6mSxHdlss+LnTFl3XeDww/X/99xT3HM6snKlzs0B6L/771/e6zgH/OY3wE9/qvMlDBxY2vPnzNE5Tu69F7j44ta/22cfnTx+vfWA//4X+M9/yitjIc88o3MWTJ2q49T/+tfAzJk6F833vtd63XffBWbM0OfcdJPOs7DnnpDNNsP8yy/3e6Lxyy4DdtkFSCbzTxh+5506N8Auu+hE2R255RadQ2TuXD13iBRef8kSnVvngw+AwYOBf/0L2Hzz7O9//nOd++SQQ4qfm6UDiSOOAH74Q2DWrFBez5wFC/R8P326/jx3LvDCC9nfb745sNNOxb/e978PTJmic6RsuqkuCwI9v5Yy10VzM3DKKbpPHHpo4X1LBHj+eWDNmuJfvyO33KJzZGy9NXDEEcU/b9ttdY4UEeCaa8IrTzWMHw8cdZRuu/331/9/8UVpr/Hii5q/sRE49lg9p2QmVXcO+MMfdF6Yp54q/vP+4Yf136OO0gngy7HDDtn/L1yo+/X+++s5qMC+5a68UucL69sXePzx4s7/F1+sc6LMn69zoFSCiM6xcvjhek71USktLXF/wMJdVDFkNZeI3WzM5ReruUTsZmMuv1jNJWI3m9VclcCeJ3yU+jBVZ2pu1jtFAR3KS0TvJD7xxLzzQITm//0/aRnqpbGxZXGo2RobdSz+TE+CnXdu9V5Fy/TAqKkRefbZtX//+uva46SAdnM9/7y+9nrr6V34nZX5uw4ZEs4dsM3NBYdYypvr66/1jl1A50WYPz//k6dMKTznTimCoPVd783NevfwNdeUfRe7mc/RTz7JDiszaVI218SJOp8RIDJ2bPGv9957OgwPoMP7FdLYKHLccdrj5JNP1v79119n5yfYbbdOzYPT1NQkn995p75W9+4in35a9mvFSej74THH6N/o29/WnncjR+rwhUX0PCjaP/+ZPa9dckm758dWd/ufcIK0zLE1fnzh18+s28GcTEUrt9dJRpveJ16cO/7xj+zxv+OO2gMVKLgfrJXr1Vd1bpzMPFbt9Yi45BJdZ9ttOx6ics0aHVoR0F6KYRg/Pps10+PxqadalaWpqUm+zMwNVM5+8NJL0jJXUM78N53W1CRy220iW2yRLRuQ/3xaJex5QkRERERERF1HIqF3it59t94BDuidxPffD9TUVO59r7hCex589JH2Tgjb4sXAQQcBv/+9/jxuHPDGG3oHbKluvFHv1G5u1jth33kn+zsR4PTTgREj9M7aUn33u8CGG+od+hMmlP78XJ98oj0nAOD227VnS2clEq17Cnzwgf4d29PQAPzgB8CHHwJDhujd4QMG5F93662B44/P/vz558C0aaWVb9Uq/bvvsos+Mne6JxLas+nKK/UO4q5s1CjgjjuAiROBvfcGANTOmoXEMccATU26DcaOLf71tt1W97O6OmDQoMLrdusG/O1v2rto1Ki1f9+vH/D007qvvvGGHkvSQW+W9gQBBmT2/7PP1t5mtLYbb9Rj4rXX9BicPl2P1WHDwnuPVau0F96SJdp7b/hw4LDDtIdL2+3b1AR3yinAgw/q/vLII9qToZD0foyrr9b36Kx584CRI4Fttimt10mGb71PXn4ZOPpoPf5PPBF48039XLv6amC//bLrff55+6+xerX27luxQnvzPfJI+71ExozRHn0TJnTcM7N7dy3Pr34F7Lln6dnyOfJI4NNPgXPPBXr21Nc/9FDtgfrQQ/p3mDkTgzM9bS+4QD/rS7Hvvrqvv/cesMEG4ZQb0M+yv/wF+PhjoE8f4Jxz9HtTvvNp3JXS0hL3B3yf/DCmrOYSsZuNufxiNZeI3WzM5ReruUTsZrOaqxLY84SPUh+sM4Xk5pulZR6E9LjioWT76KPs3ey9e4v8/e+dL+vq1SIHHqiP3EnOn31W36dvX5GlS9t9esFcV1yhr3HwwZ0rYxDohLXnnNO512nPBx+I9Oun82ekx5NvlWvNGpGDDpKWO87T4/8XZe5c3WYDBuhd3O0JAp2U+uabdVtk5ozJ3PH7yiudDJn7VkaOszaCBQskGD5cOtXbIzOpcj4LF4qMG1f8hNsierd7ZrLpa68tvTwiEtx3nwggQV1d8fOxeKAi++Ff/pI9bkaObJkPJ1RNTSITJogccIC0umP+G98QmTdPRESCNWuk+dhjpaXHSbHn6sbG7Dw6F10UTnmDoKVcZcnpfRK8/368zx3z54tss41OqN5eb8zZs/Xz85BDWiZ7X2tffOstkSOPXHteqzibN0/kssv0MxvQXldz5kiQSknz8cdLsPvu0c0p0tQk8uSTOj9Mbo/Jv/9d56aKyfxbnDA+JhWBVatWxfckUyaruUTsZmMuv1jNJWI3G3P5xWouEbvZrOaqBDae8FHqg3WmkKxaJTJsmA7Bkh7motPZVq0S2WgjEUBk6NDCF+JLtXz52hdV9t1XirmAVzDXJ59Iy7Bg7V2QjoOGBpE99tCy9u8v8uGHrXOdcYb+bp11RF57rbTXnj9fZPvt9fnrrivyxhv518u96Jt5DBmiQ6t15sJnHmaOszaCH/1IBJBg6ND2h1QrVeZcuHChXpQFdKieUtx+e3abljJkzocfioweLUF6KLHg+utLe9+Yq8h+GAQi550n8oMfaMNlpX38sci554r06aP7RzpLcOaZus26d9dhpErx3HPSMkTb9OkVKHQZjjxS81x3XXjbrLm5MkNoLl5cuJHgoYeyQ1316CEyZowEy5fLqoaGzuf68MPOPT8MixfrsI6XXy4i6eNs5UoJyhzmcS1vvFHc+bWpSeTNN3XoxE03zZ4Db7stnHJUAIftioEgCDBr1iwEbScy85zVXIDdbMzlF6u5ALvZmMsvVnMBdrNZzUVEho7vHj10iIsHHmgZ5qLT2Xr00CGK9t0XeOstHU4lLL17Z4clEQHOPFOHP6mpAc4/v+BTC+YaNUonMn/wQR3GqFQzZugwZZXWq5cOsfStbwGLFgH774/g00+zuU47TYdxGj8e2H330l57wACdyHf33XXi8v3207/JzjsDd92VXW/vvXXYlQMO0KGjPvgAmD1bh0spdVL7Dpg5znLNmAH8/e9o7tMHwVNPtT+kWimee06HPPrTn/S4mzJF94PTTy/tdc48E/jZz3Q4v1KOg+eeA+66C271ajTsuiuC884r7X1jriL7YWYi7wkTOh56LQzf+AZw663AnDk6TFJ66KbgzDPROHAggkcf1WG9SnHggfpobAQuv7y8ci1erMNDLVtW3vPbuu464I03EFx2WetttmoVMHMm8L//q8Nb3XyzHosZ//wnsNVWOrzZRhvp52HfvkBtrX6+PPRQdt0VK3SflxKHt3v99dZDZK63XuHJ2I87To/l/fbTIbquvlrLuO22CN58s7T3zhABfvQjfZ2XXlr79//4hw6X9fzz5b1+KdZbT4d1vOEGAOnj7LPPEPTq1fnX/vWvgd12Ay67rP11PvtM/8YDBgC77qpDi37+uZ77Lr0UOPjgzpcjZsoYNJWIiIiIiIioi+vTp/OvsWKFjmeeaSg5+GCdt6WjsdU7Y+zY7BwxxxwDbLJJ514vM1dDqZqagGOP1QaEv/+99EaLUtXX64WtvfcGPvwQiQMOQLd77tGL57vsotuhd+/yXnvddXVejsMP17kRfvc7Xb7JJsDo0fr/kSP1guc664STp6sZNgzB44/js0QCQ7fcMpzXfO01YMECHYsf0IvxkyaVNyb/TTdpo9mmm+b/fUMDcN99wMYb69w6gO4bkyej+cwz8WX//hjJfSO+6ur0wnnG1ltj5nPPYcQ225T3er/9rZ4rHn8c+Pe/gT32KP65zc06F8dtt+l55+WXyytDrsw+39yM3pMm6bxCc+bkb9wePDg7L8+KFTqPRXtWr87+//bbgUsu0fPtuHHakNzRZ91bb+kcYKmUNhoU21D1jW/o3+bxx4GLLoL7/HP0ACCXXKJ/71I/Y53TzxAAOO88vXkitwHnvvuAJ57QebYOPLC0146TffbRrPfeqzcV7LyznicBbWAGtHHssceAINC/yX77AYccot8njJ7D2POEiIiIiIiIqFwzZ+rks1Onlva82bOBvfbSCxKzZmWXV7LhBNAJaOvq9H0uvriy71XITTcBkyfrxbXNNqvOe66/vl6wHDEC7rPPMOA3v8neBV1uw0lG7956N/zPfqb7wz336B3yGc6ZvbBUFc4B3/0uGjfaKLzXHDtW77IGOtdwAuiE4bkNJ9OmaYPJ7Nnau2DjjXUy+LFjs/tcfb32Xtt998of9xQ66dmz/CdvvbX2cBo1Si9CF2vKFG1oue02/bkCvZWcCNyUKdmGk549tbFkr72A44/XxpOMPffUxpvXX9fz+QcfaEP0l19qw+RJJ2XXXb1az4H/+Y9O1P7tb+v5uL2eKO+8ow0sqZQ2eu+/f4lBnPYG+fhjBFddheTBByMYP778Y+3qq4H+/XUC9FtvzS5PJoFnn9X/H3dcea8dF7vsAvzkJ/r/I47Q3iTf/S7wy19m11l/feCPf9RGqEWLtMfmj39s+vONPU9ClkjYbI+ymguwm425/GI1F2A3G3P5xWouwG42q7mIyODxfcklwBNPILFyJRK//nVxz3njDe2lMH++XoyZN696DQjbbQe8/TawcKEOY1WEDrfZ3LnA3XcDiQRwxRXtr5dM6pAnEydmh2G55ZbWF+MqbfBg4MUXIXvuiT6TJkFmzCj/gnlbPXoAv/99OK/VSeaOs7RQc3XrpsPt3H233jU9bFg4r/vii3rRduBAbVxtatLlw4bp0D9BoEMa5eD28k+ns/3mN3rBudAQVBmrVgHXXqvDKjU16d3/N96onyMhW/XNb6L5mWdQs8kmwIYbas+69hocBgwofgi9n/9cezPceKP2QnnjDW0c2WMP7YmS6dkAaCPR/vvrUIi7767DLpY7LFXv3pCxYzF/xgz06cxwf+utp0OlnX66NiZkGpKefFIbhrbYAii3J1InhXqcXX+99gZdtEh/HjhQe9SIZPeDs84K7/084KTUseZizDlXByCZTCZRV1cXdXGIiIiIiCoqlUqhXocRqBeRVNTlofhjnakCPvpIL5gEgV5Y6dlTGwl69dKGlYwTTgDef1/vov3qKx16Zdtt9cLL0KGRFT8UEyfqUCXrracNKT16rL3OfffphbPm5uyyQw/Vi9dR3HW/eLHeQcy7/ilsr72mF4LXrNGf994buOACHdqmTaMJUYc++0wbGaZP158PO0zv/A+zF1a1zZ2rDUF33KEND0ccoUNsAcAnn+gxs2ABsNNO2jslM2RW1IJAe6v997/AySfr59pBB+lcLuPG6XBqFrz7rs5zs+ee+j3FSCNoufUmNp6ESETQ0NCA3r17wxn68mU1F2A3G3P5xWouwG425vKL1VyA3WxWc1UCG0+oVKwzVchPfwr85S+tl22yiU6imrHLLnrBJeOoo3RopzDmTqmgorZZc7MOWTRnjl7U69VL5xc57jjghz/Udd55B9hhh+yY8JlHt2gGxDC7L8JuNq9yPf+8XlA9+WTd7wvwKlcJrOYCQs62erUOw1VbC5x77tq/b2zURoQFC/T8esQRnXu/Aqq+zebM0UaU00/Xi/Rr1gDnn6+NKt/8pvZUXG+9Tr9NqLneeks/z0W08f/II/UzcOpU/XyrMsvHWdjKrTfZaDqKiSAIMHv2bASljFfoAau5ALvZmMsvVnMBdrMxl1+s5gLsZrOai4gMH9/XXQc54ggs33NPBMccA5xxBnDKKa3XuekmHc7nrbd0jpPHHot9wwlQ5DarqdHhiAC9+HfaacAjj+gEuhnbbae5p07VuUAOPjiyhhPA8L4Iu9m8ynXggcDvftdhwwngWa4SWM0FhJztySd1/qmf/1wbSESyQ0EBOqzXY49pL8cKNpwAEWyzDTfUz4Ntt9Wfa2u1IWKbbbTHSQgNJ0DIuXbaSRt7hgzRGyCam7M3BkTA8nEWF5zzhIiIiIiIiKgz+vdH8OijmD19OkaOHJl/aJ499qh+uapp9Gid72PlSr24dOCBOkxRRiLh//BkRERhO+oonX9q8mTtdbFsGfDMMzqvxtixus7IkZEWsWpEdCjFX/1KJyuPqxtv1Bsinn9ee88cc0zUJaIKYuMJEREREREREXXO8OE6Nn9NTbwvehERxUkiAdx8s87z8fDDuqx79+ImkrfGubV7bcbRuuvqv0cdpQ/2+jCNw3aFyDmH2tpac2PMWc0F2M3GXH6xmguwm425/GI1F2A3m9VcRGT7+LaaraRcG2zgTcOJ1e0F2M3GXH6xmguoQLa99sr2XthjD+C993QYryqzus0qnivCCdWtbrM44YTxRERERESe4oTxVCrWmYiIiGKosRGYMgXYfvtIL8YTWcUJ42NARLB06VJYapAC7OYC7GZjLr9YzQXYzcZcfrGaC7CbzWouIrJ9fFvNxlz+sZqNufxiNRdQoWzdu+vE4xE2nFjdZlZzAbazxQUbT0IUBAHmzZuHwNhYd1ZzAXazMZdfrOYC7GZjLr9YzQXYzWY1FxHZPr6tZmMu/1jNxlx+sZoLsJuNufxjOVtcsPGEiIiIiIiIiIiIiIgoBxtPiIiIiIiIiIiIiIiIcrDxJETOOfTu3RvOuaiLEiqruQC72ZjLL1ZzAXazMZdfrOYC7GazmouIbB/fVrMxl3+sZmMuv1jNBdjNxlz+sZwtLpylCWWcc3UAkslkEnV1dVEXh4iIiIioolKpFOrr6wGgXkRSUZeH4o91JiIiIiLqasqtN7HnSYiCIMCiRYvMTdJjNRdgNxtz+cVqLsBuNubyi9VcgN1sVnMRke3j22o25vKP1WzM5ReruQC72ZjLP5azxQUbT0IkIli0aBEs9eYB7OYC7GZjLr9YzQXYzcZcfrGaC7CbzWouIrJ9fFvNxlz+sZqNufxiNRdgNxtz+cdytrhg4wkREREREREREREREVEONp4QERERERERERERERHlYONJiJxzqK+vh3Mu6qKEymouwG425vKL1VyA3WzM5ReruQC72azmIiLbx7fVbMzlH6vZmMsvVnMBdrMxl38sZ4sLZ2lMNOdcHYBkMplEXV1d1MUhIiIiIqqoVCqF+vp6AKgXkVTU5aH4Y52JiIiIiLqacutNsex54pzb2jn3lnNuiXPuN86T5rMgCDB37lwEQRB1UUJlNRdgNxtz+cVqLsBuNubyi9VcgN1sVnMRhYl1pvixmo25/GM1G3P5xWouwG425vKP5WxxEbvGE+dcDwATAEwGsCOALQGcEmWZiiUiSCaTsNSbB7CbC7Cbjbn8YjUXYDcbc/nFai7AbjaruYjCwjpTPFnNxlz+sZqNufxiNRdgNxtz+cdytriIXeMJgIMA1AO4SERmAPg5gNHRFomIiIiIiCg2WGciIiIiIqqwblEXII/tALwpIivSP78PvZNqLek7rnrkLOoLAEuWLEFzc3NmHSQSCQRB0KoVrr3liUQCzrl2l2deN3c5oN2kmpubkUqlsGTJEnTv3r1lea6amhqISKvlmbK0t7zYslciE4CWXMlkEjU1NSYyZYgIli1bhiVLlqCmpsZEpkQi0WpfzOTyPRMANDY2tsplIVPbc0dtba2JTBnNzc1Yvnw5kslkqwnMfM6U0fbc4XummpoaNDU1tTrGLGQSkVbnjm7dupnIlPsZvWzZMqRSqZby+J4ps06hc4ePmSp1PKVSnOaki2KdqYMyRnFeyJyT2567fM4EsM7kU6bMcqv1i0yuQt97fMuUycU6kx+ZrNcvMsfY0qVL0b17dxOZALt1Judc3s9o3zNV6ngqt94Ux8aTOgCzMj+IiDjnmp1z64nIkjbrXgFgbNsXGDp0aGVLSEREREQUL30BsCWl62CdiYiIiIiodCXVm+LYeNIEYHWbZasA9ALQtiJwA4Cb2yzrB2BxZYrWob4AZgPYCMCyiMpQCVZzAXazMZdfrOYC7GZjLr9YzQXYzWY1V6X0BfBV1IWgqmKdKZ6sZmMu/1jNxlx+sZoLsJuNufxjOVsllFxvimPjyWIAW7dZ1hfAmrYrishqrF1piOyOu5zulctExMydf1ZzAXazMZdfrOYC7GZjLr9YzQXYzWY1VwXxb9T1sM4UQ1azMZd/rGZjLr9YzQXYzcZc/rGcrUJK/hvFccL4twDsmvnBOTcUOkZvVHdGERERERERxQnrTEREREREFRbHxpNXAdQ7536U/vlyAC+KSHOB5xAREREREXUVrDMREREREVVY7IbtEpEm59wZAB50zv0GQA2AvSMuVrFWAxiHtbvF+85qLsBuNubyi9VcgN1szOUXq7kAu9ms5iIKBetMsWU1G3P5x2o25vKL1VyA3WzM5R/L2WLBiUjUZcjLObchgB0BvC4iC6MuDxERERERUZywzkREREREVDmxbTwhIiIiIiIiIiIiIiKKQhznPCEiIiIiIiIiIiIiIooMG09iyDnXwzm3QdTlCJtzrsY5NzjqclQat59frG4vgNvMN1a3FwA45/o659aNuhxhM7wvWs1l9hgj6oqsnquArnG+4vbzj9Vtxu3lH8PbjHUmz1jNZvUYKxcbT8rknOvpnBPn3BZtlieccyX/XZ1zE5xzR6V//H8A/hJGOcsoR9i57nDOnZ/+8XgAz4RRziLfO9QsHbxX1bZflXNVbftZ3V7p9+vy28w5N8Q5t7tzrm+Z7xXLYyyEXFU9R1ZrX0y/3pvOuW+nF/0OwNiwXj/P+5k8fzBXKO8V2fcQIrJbZ0qXxUS9yepnTfr9TH7eWN1m3F5+1ZnS72ey3sQ6UyjvFdt9MYT34nmxqxGRLvkAsD6AWQCGFrO8ndcQAIsBLEo/vgawCsDonHX2BvBx+vcXtfM6uwJYAWDD9M/16dc6MMa5JqTXyzxezPM6mwBYDeBb6Z9rAEwFcEacsqTXGwFgcZ7nh779YpIr9O1XxX3vDABzATQCmAhgcKWPt5hk83mbXQxgCYD3ASQB7G3hGOsgV0XOkdXKlrNudwBTAOyTs+woAJ8D+ArA8e28x/Hpfbl3+udhAJYB2CbGuaa02WZ3erQvtru/we9jrFCuin8P4YMPPqp6vFfkO1xMslX0fFWtHOn1qlZnilE2n7+DV7XeFJNcPm+vqtaZYpTN222Wsy7rTP7si6w3sd5U8iPyAkQSGugP4I30TjO0o+UFXkcAjCjw+w2gHwxjAIwEMBnAd9qsUwPgdQDXt1l+NvQkOzxuudLrfAVgawDrph+986zzKIAH2yz7PvTDYKcYZdksfVKQSm+/OOSqxPar4jG1B4D5APYDsBGAVwE8UMnjLQ7ZPN9mmwOYh3SlBsBVAF7x/RgrlKsS26ua2dqs+4v0+vukf94a+qXqdADbAJgOYFSb5/QBMBNtvmgBuBHAhwD6xzBXLwAN6X0ys83W8WFfLLS/weNjrKPjqNDvyj3G+OCDj9aPah3vlThXxSVbep2Kna+qnKNqdaa4ZKvE9qvicVXVelMccnm+vapaZ4pLNp+3WZt1WWfyYF8stL/B4/NiR8dRod+Vc4x1xUfkBYgkNPAigPPz7MB5lxd4nY4+JC4A8AkAl/75MAD3t1nnMgCfAejTZrkD8DCA2Win1TnCXBsBmNvBaxwLYCmAjfL87tfpk9I+UWdJr/MRtKudVHr7xSRX6NuvivveaABH5Px8KoCpldpeMcrm8zbbEsAhOT8fCuB934+xDnJV5BxZrWw5642E3iE2C9kvzLcAeC5nnfMBXNvmebcD+A+AmjbLe0AruB8A2DhmufYA8EYHz4vrvtju/ub5MVYoV8W/h/DBBx9VPd6rWmeqcraKnq+qlSO9TtXqTDHK5vN38KrWm2KSy+ftVdU6U4yyebvNctZjncmffZH1phCOsa74iLwAkYQGhqX/bbsD512e8/ufQbuGLmrn0QTgeznr3wPgTzk/DwbwUc7PB0O7e30nc4C2eb8aAHdBW6yvBdAtJrkOB7AgfWJoSJ8k1sv5/bcApACclC9Xep1xAJoB3NH2xFPNLJnXBDAUa39ZDn37xSRX6NuvmrnaPP9XAJ6p5PEWk2wmtln6fV8A8EsLx1iBXBU5R1Y7G4CXoV8QJyH7hflfAC7NWWc3AM/m/PxT6JerLdrZZr0APAu9g+X8GOW6EMCXABZCvzjeDqCHD/tiof0NHh9jHeSq+PcQPvjgo6p1i4p8h4tJtoqer6qVI/OaqFKdKUbZTHwHTz+/ovWmmOQysb1QhTpTtY+xAtm832ZgnalTdaZqZiu0v8Hj82IHuVhvCuHRJSeMF5GZpSzPsQbAayLSP98D2krZmLN+HbSVNiMFYEMAcM5tCuAx6EHxMoAgPQlQywN6QDRBx4fcUESaYpJrFLQL24EAdoR+0bw+nasOOqnQ76EnjLVypbPtCuCY9N9jVYRZCr1m6NsvJrlC337VzJXhnFsf+qXjT+lFFTneYpLN+23mnPs+dDzXQQCuSy/2+hgrkKsi58hqZnPOnQodv/WmNq9VaJvtCuAP0C/ZH+XLBv3C9lp6vQ1ilGsktGKwK3QYiP2hy2DrTQAACihJREFUdx/5sC+2u7/B72OsUK6Kfw8hIrt1pipnq+j5KiZ1C++/g7Pe5NX3g0K5vN9e1aozFcrge70pJnUL1pniuS+y3sR6U3kkBi04UT3Qfitfe8vPADCpwOt9AGDfnJ8fAfCznJ9rADTm/Dwi/W8dgIHp990QQM/04yEAV8YtV57f7w1gYTu5ekEnNto9J9evkGdSqSizIP+dRhXbflHmquT2q+a+l94+z1Rje0WdzcI2g955sQeAdwD8ztAxtlauSm6vamSDfkGfB2D79M+TkL3b6D8ADs1ZdziA6bnZACTS2XaC3i3VM+fxOoCT4pYrz3N/DOAtn/bFfPsbDBxj7R1HlTzG+OCDj9aPKpyfI6kzVSNbnt9X5HxVrRyocp0p6myV3H7V3PdQxXpTlLksbC9Uuc4UdTaftxlYZwJCrDNVc1/Mt7/ByHkx33FUqWOsKz26gUrRA8C3nXOL2vn9ugBqc35ejHQrcVpfaAsiAEBEPk3/m3LObQfgKxGZk/m9c24ggOdDKnshpeZqaymA/s65HiKyuk2ujaFdJ98VkVUA4JwbAOCL8IrfSmez5IrT9gszV1tRbr+ycjnnTgOwF4DtcxbHaXsB4WZry7ttJnpXyb+dcz8DMAHa5TdO2yzMXG1FfY4sNdstAO4SkXfzrFvUNgOQcs59AzqeccvdKc65QdAuw2EIM1dbS6HjwwLwY1/M0bK/wcAxlqPVcVTodxF/DyEiu3UmwE69yWqdCWC9qRUP6k2sM+XwoM4E2K03sc6kfKkzAaw3tYf1ppCx8aRIzrlu0B2mj4isds51F5FG55wDUC8iS9PrDcp52lsAjs/5eXsAc5DfCQCearNsCMI7YeZVTi7n3HgAvxWRN9OLdgIwL89BCWiul0RkRc6yIdCW9MizdCAW2y/sXHHZfuXmcs7tDP1AP0RE5uf8KhbbK13GULP5vM2ccycAGCwimS6/TdDxMoGYbLOwc8Vle5WbLV2mZc65c9I/9wHwtHPuWug22xU6nitQ+jYbjOjOi4VyHQ7gcBH5Kv27naCTARabK8p9sd39zTnn8zFWKFdsjjEias1qnQmwU2+yWmcCWG/yrd7EOpNfdaZ0OU3Wm1hn8qvOlC4z603F5YrFMeY9iUH3l6geKKHrFIAjACyBtj6OA3B9evn5AJ5O/387aGvlwPTP/QGshE4o1A3A0wBuzfN++0PHNNykzfIUgFExzDUGwBsAdgHwA+i4lVfleb/t0hl2bbP8fQAHxiFLznOHYu0u6BXbfhHnqtj2q8K+NxDAfAC/gH6I90F2Mu2KHm8RZ/N5m+0A7YZ8eHp/nAjgDt+PsQ5yVfQcWYVsQ9s83gRwHPQOl+3SubcE0Bs6furFecpyGnQiwT45y/qly9gzhrnuBvAkdMK8E9MZT/ZkX2x3f4Pfx1ihXFX7HsIHH3xU5XiPpM5UpWxVOV9VOkfOc4eiinWmGGTz+Tt4JPWmiHP5vL0iqTPFIJvP22wo2q9bsM4Uz32R9SbWm8p6RF6ASMMXuQMDcNDJmsalf94beoLrAT2xJZEd23A8gIdynns2tKvXQmiL7MCc39UAOCt94B2Ts3zH9PIVaOeEGWUuAN2hLegpAJ+mD8Zubd7rKGh3sItylm0D4EjonQabxiFLzvOHIs8Yt5XaflHmquT2q8K+d0H6tVo9qnG8RZnN522W/vkk6ORrSwD8FUAvC8dYe7kqub2qef7IeZ1JyBnnFsANAFanc78NYJ2c3/UEMDadfa+cv8fO0C9/M+OYC1oZeALAcgAfAzirzbqx3Rc72t/g6TFWKFdHmTt7jPHBBx+tH9U4P1fqXBV1tmqdr6qxjdLLhqKKdaaos1Vy+1Vh34uk3hRlLp+3V/rnqteZos7m+zZr87qTwDpTrPfFjvY3+HteZL2pwo/IC+DDAzru3dMA1kv/7ADcDqB/+udzkT3hjQLwMIDanOePAHAIgLo2r3sX9APkgDbL74O27p4Y51wFXvcqAAsAnNBm+XXQycEu9CVL1Nuvkrmi3H5Wtxe3mX/bzOr2qsI22xbAQQB65CxLAHgBwHsAvtVm/ZcBvNJ2W8YtV4H39Hpf5DFWmWOMDz74aP3o7PEe5bmq0tkKvG5Vz1dWP2sqnS3K7Wd1m3F7+bW9uM1YZyryPb3fF6M8zqweYxYeLv1HoQg45/oAaBaRlVGXJUzpMfr6isiSqMtSSdx+frG6vQBuM99Y3V4A4JzrByAlOiGkGYb3Rau5zB5jRF2R1XMV0DXOV9x+/rG6zbi9/GN4m7HO5Bmr2aweY2Fj4wkREREREREREREREVGORNQFICIiIiIiIiIiIiIiihM2nhAREREREREREREREeVg4wkREREREREREREREVEONp4QEVGonHPnO+f+X/r/3Z1z6zjnaqIuFxERERERUVyw3kREFH9sPCEiorI458Y65x7P86spAK5zzu0M4FgACwEscs7lPtY4586saoGJiIiIiIiqjPUmIiJ/sfGEiIjW4pxb0OZL++l5VmtKP1oRkZcBPACgn4jcLyJ9RGQ9EemfeQCYCKCxsimIiIiIiIgqh/UmIiLb2HhCRET51APYNf2F/U0ANc653unu5JnPjkYAzc65Hs657gDgnHvTObeviJwqIs918B7NlSs+ERERERFRxbHeRERkWLeoC0BERLGU7+6mhUjfNeWcEwA9oZ8jPwBwNoD7AaybWdk59zaAujavcYeI/LYiJSYiIiIiIqou1puIiAxj4wkREeUjbX5eIyK9chc45y4BsL2InJSzuAlAkP7/RgB2FpHP0uv/CkDfyhSXiIiIiIio6lhvIiIyjMN2ERFRPs0A/uucWwTgAADinKt1zh1QwmsEeZa1rVwQERERERH5ivUmIiLD2HhCRET5JKB3P2UmKQS0a/ndzrmjS3idSc65T51znwL4adiFJCIiIiIiihDrTUREhrHxhIiI8qlp87MTkQUALgBwXAmvs4+IjBCREQD+HFrpiIiIiIiIosd6ExGRYWw8ISKifGrQuvt5DQCIyHgRObKE12jLhVQ+IiIiIiKiqLHeRERkGCeMJyKifLpBu59/6px7GkBtGa8xG8CLzrX63n9HGIUjIiIiIiKKAdabiIgMY+MJERHlMxdAU/r/pwFYmWedvlh7IsNeSH+2iMg3872w01rBBgBWhFJSIiIiIiKiaLDeRERkGBtPiIhoLSKycc7/F+T+zjnXG8B/AYwEcG6bp/YB0LO913XObQBgFvTuqv8Nq7xERERERETVxnoTEZFtTqRt4zcREVFhzrkRABaKSLKM5w4Rka8qUCwiIiIiIqLYYL2JiMhvbDwhIiIiIvr/7dkxDQAACMCwBP+ieecAjlbB/gEAAEDMdQAAAAAAAMAn5gkAAAAAAECYJwAAAAAAAGGeAAAAAAAAhHkCAAAAAAAQ5gkAAAAAAECYJwAAAAAAAGGeAAAAAAAAhHkCAAAAAAAQCxPhrjrwk+0FAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 2000x800 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 多个坐标系显示— plt.subplots(面向对象的画图方法)\n",
    "\n",
    "# 0.准备数据\n",
    "x = range(60)\n",
    "y_shanghai = [random.uniform(15, 18) for i in x]\n",
    "y_beijing = [random.uniform(1,3) for i in x]\n",
    "\n",
    "# 1.创建画布\n",
    "# plt.figure(figsize=(20, 8), dpi=100)\n",
    "fig,axes=plt.subplots(nrows=1,ncols=2,figsize=(20,8),dpi=100)\n",
    "\n",
    "# 2.绘制图像\n",
    "# 多个图形绘制\n",
    "# plt.plot(x, y_shanghai,label='上海')\n",
    "# plt.plot(x,y_beijing,color='r',linestyle='--',label='北京')\n",
    "axes[0].plot(x, y_shanghai,label='上海')\n",
    "axes[1].plot(x,y_beijing,color='r',linestyle='--',label='北京')\n",
    "\n",
    "\n",
    "# 2.1 添加x,y轴刻度\n",
    "# 构造x,y轴刻度标签\n",
    "x_ticks_label = [\"11点{}分\".format(i) for i in x]\n",
    "y_ticks = range(40)\n",
    "\n",
    "# 刻度显示\n",
    "# plt.xticks(x[::5], x_ticks_label[::5])\n",
    "# plt.yticks(y_ticks[::5])\n",
    "\n",
    "axes[0].set_xticks(x[::5])\n",
    "axes[0].set_yticks(y_ticks[::5])\n",
    "axes[0].set_xticklabels( x_ticks_label[::5])\n",
    "\n",
    "\n",
    "axes[1].set_xticks(x[::5])\n",
    "axes[1].set_yticks(y_ticks[::5])\n",
    "axes[1].set_xticklabels( x_ticks_label[::5])\n",
    "\n",
    "# 2.2 添加网格显示\n",
    "# plt.grid(True, linestyle=\"--\", alpha=0.5)\n",
    "\n",
    "axes[0].grid(True, linestyle=\"--\", alpha=0.5)\n",
    "\n",
    "axes[1].grid(True, linestyle=\"--\", alpha=0.5)\n",
    "\n",
    "# 2.3 添加描述信息\n",
    "# plt.xlabel(\"时间\")\n",
    "# plt.ylabel(\"温度\")\n",
    "# plt.title(\"中午11点--12点某城市温度变化图\", fontsize=20)\n",
    "\n",
    "axes[0].set_xlabel(\"时间\")\n",
    "axes[0].set_ylabel(\"温度\")\n",
    "axes[0].set_title(\"中午11点--12点某城市温度变化图\", fontsize=20)\n",
    "\n",
    "axes[1].set_xlabel(\"时间\")\n",
    "axes[1].set_ylabel(\"温度\")\n",
    "axes[1].set_title(\"中午11点--12点某城市温度变化图\", fontsize=20)\n",
    "\n",
    "# 2.4 图像保存\n",
    "plt.savefig(\"./test.png\")\n",
    "\n",
    "# 2.5 添加图例\n",
    "# plt.legend(loc=0)\n",
    "axes[0].legend(loc=0)\n",
    "axes[1].legend(loc=0)\n",
    "\n",
    "\n",
    "# 3.图像显示\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "# 0.准备数据\n",
    "x = np.linspace(-10, 10, 1000)\n",
    "y = np.sin(x)\n",
    "\n",
    "# 1.创建画布\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "\n",
    "# 2.绘制函数图像\n",
    "plt.plot(x, y)\n",
    "# 2.1 添加网格显示\n",
    "plt.grid()\n",
    "\n",
    "# 3.显示图像\n",
    "plt.show()"
   ]
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